{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Box Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following illustrates some options for the boxplot in statsmodels. These include `violin_plot` and `bean_plot`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bean Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following example is taken from the docstring of `beanplot`.\n",
    "\n",
    "We use the American National Election Survey 1996 dataset, which has Party\n",
    "Identification of respondents as independent variable and (among other\n",
    "data) age as dependent variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = sm.datasets.anes96.load_pandas()\n",
    "party_ID = np.arange(7)\n",
    "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n",
    "          \"Independent-Independent\", \"Independent-Republican\",\n",
    "          \"Weak Republican\", \"Strong Republican\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Group age by party ID, and create a violin plot with it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Age')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.subplot.bottom'] = 0.23  # keep labels visible\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0)  # make plot larger in notebook\n",
    "age = [data.exog['age'][data.endog == id] for id in party_ID]\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                                'label_fontsize':'small',\n",
    "                                'label_rotation':30}\n",
    "sm.graphics.beanplot(age, ax=ax, labels=labels,\n",
    "                     plot_opts=plot_opts)\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def beanplot(data, plot_opts={}, jitter=False):\n",
    "    \"\"\"helper function to try out different plot options\n",
    "    \"\"\"\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "    plot_opts_ = {'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                  'label_fontsize':'small',\n",
    "                  'label_rotation':30}\n",
    "    plot_opts_.update(plot_opts)\n",
    "    sm.graphics.beanplot(data, ax=ax, labels=labels,\n",
    "                         jitter=jitter, plot_opts=plot_opts_)\n",
    "    ax.set_xlabel(\"Party identification of respondent.\")\n",
    "    ax.set_ylabel(\"Age\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, jitter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, plot_opts={'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zaKGNWq0Goc+x9SIf+tCH8PDDDwPoHDejVsWf/5c/6rt9u9VCq9bAJ+//GADgne98Jx588EFHYp0EIsKGoCuiTNPER3/vY3jdz7yz79MgAGQTKeROncFvfOjXHIzSXTSbTTRbTTBs5xSkeZIJGxa9XAK/uNsvh9wECXZTKpf7liNpgUOJWC0MpFgsgutx7+AkEcVikYiwLTz44IOXRNSjjz2Gp5MXcNPrX9d3+6ph4NQXv4o/+PgnnQrREkg5cgQqlQrq7eal7E0//KEA0tksSS8PoGuz0F0NSZNy5NDopSK4HjdCchMk2IlpmpvlyN7XP04UUCyT828Quq6D6+H63hVhhN5k1CzkwOA2IF4UUWnUUKvVHIrKGogIG4FcLgch4N/TRoETBDTMFslKDKBSqWybn0ZKacNTKpUg9HqaJjdBgo3UajVQPqpvc7QgiigQITGQYrEIpoeIZSWBiLABZPP5gS1AwKZXmCKjUHDXIgciwkYgl8uBD+69/J+iKAhBP7JZ9zUJOkW1WgW9xfSR4TmUyADgodDLpZ7lcF4QyE2QYBvlchlsnywYAPCSiEKJnH+DKBQKYOXdx5CRBNeJByfJ5dU9M2EAwCvucyYgImwEUuk0hD1WRnbhAwoRYQPolCNfyYRxAk/G7gxBu92GUan0LAkJ5CZIsJFSqdSzDN5FkETo5PwbiKpp2+wpuoiKDNVl4sEpTNNEvqBB2mN1JAAwsvvELBFhI7CRSiAQCQ21rRjyI5lO2RyRe6lUKtsyYbzAk0zYEJTLZTAct80Vv4sgS+QmSLCNcrkMuseq3C6CJKFQ1B2MyH3kCr3LapKiIFfITyGi2adcLgM0DYbdPS5rJ5wsIV9wl5glImwEYskkgpHwUNsGIhFsJBM2R+ReKpUKfNwrPypOEFAkA4D3pFwug5V6ZyM6PTnkJkiwh1KpBEbsL8J4UUCpXCbzIweQ03qLMNEvI5tXpxDR7FMoFMD7986CAYCkyMiq7hKzRIQNSaPRQK6gQgkFh9o+tBBBLEVGUfSjbJS3GY5yAo9yhZQj96JUKvXty+ElkdwECbZR0At9HwAAgKZpMBxHFiQNQNXykHuIMNmvQNXcJR6cQtd1cFJ/S6itSAEFuYK7xCzxCRuCkydP4itf+QpOPf8M0qVhMw0mln/wAtqlCt761rd62qy11xDql15+GapZw/Pf+i4AoF6rIXtuFUZudyqZmN2+Qmd1Ve9sxNabIJkfSbCCrb/dF868iBJjXvrN9mL9xZfx8eLH4fd3eme9/tt94IEH8NBDDwHo9HNeWF3Bw4880nPbfCKNp79+8lKrwT333HNpZrGX0XUdzADxvxVJUZBwWW8dEWFDcOLECYTDYSjfvgLHfvTuoT/3rS89gl9+73/C5ZdfbmN0s0+vC/Hf/P3fIh/mceT6awEA9WoNT//tv+ATn/iE8wG6iEEiDHhlqTsRYQQr2Prb/exf/gWoq/bh4JWH+27/3Yf/He9727tw3XXXORThbHPfffddElKZTAZ/+Bd/gjf97E/03PaJv3sIv/GBe7G0tORkiDOPtkcGdiuiLEPTdZimuaeV1KxAypFDshGPQYoOV4rsIoQDSCZJSbIXRcMAt6XJl+U51Bp1tFqtKUY1++QLBfDS7tVVXYjpI8Eu1EIBojy4N4cVBeg66UvshaZp4Aes8ONd6HHlBKpWGGplJACwHIs2TFcZthIRNiQrsQ2EFhdG+owSDWEttmFTRO6mbGyff0hRFBiOJfMj90DVNUgDmlSJ6ePeaJqGXC6363+qqpIpFwPQChqkwOAMKyOJ0Fy2Os0pNE0Dp/R/gGIV0XUeV06Q13vbevSDk0VXPQiQcuQQfOYzn8Fn/ugBKIsR+Gh66M81anU0SwbWV1Y9Xdvv1RN28qknEHnhWfBbRkCtnv4hfs/4PUg7Mj1e7yvZiqppCF+1r+/7tChAI0/TfdE0DZ/8v/8ATA/DzLpRxa/+51/E1VdfPYXIZptarYZaswGO718KBwDJLyNHGsx7klPVgSKMVyRkc8RbciearuOQfM3Q27Oi0LG1cAlEhA3Bz//8z2OjqOLE//KekT7XqNXx5F//Ez784Q/bFJk76CWiPvp7H8NtP/1j25zfv/WlR/ArP/0+HDp0yOEI3YOmF3DZgNS8qEhQSSaiL/l8HuJCGMd/4kd3vffMN55APk8ERC90XQevSHv22Uh+BdlEzKGo3EUql4Gy0N/sWwkGkMrkHIzIHeglHWKPeZv9YATeVTN0STlyCBKJBKTocP5gW2F5DrQsIpPJ2BCVezFNE5VaddvsSKAzxJuUI/vTbrehl4oQB4gw2a8gR/yG+tJvbAwAsLJESml92KufqYsc8COrEiHRi1QuCyUY6Pu+HAwgTTJh22i1WjAqFXDCcI35AECLRITNHesbG5Ciwznl70SKhhCPxy2OyN3UajX4aHqX6zvNsWSI9wCKxSIYge/plt9FVIjf0CDymga2z1O15JeRzhEB2wtN08Aqe2cjZL8CtVAgXnU7ME0T2VxuoAhTggFkslnSl7gFwzD6TgjpByvwrpocQsqRQ3BhbWVgH84glIUIVtbWcMstt1gclXupVqvbjFq70DzJhO1kaz9doVDAqTOnEc/1z6y2mk2sn34JtUIJFEWRfrodZNQcpD6DgKWAguzGqsMRuYNsLgt+QD9TF5phQPMsisUigsHRVpPPI93fb6PRwONPfhPrWgZA/5Lu8jMv4P777wfLsp7/7Z48eRIPP/wwvvPs95HQhs+uqukMftCiwbOcK44fEWF70G63cXFtFa97/dGxPr9wYB/OffcFi6NyN9VqFTS3ew4YyYTtZuuF+PTp0wh869GBXnWmaeLRz/89fvM3fxOiOHwfhVfI5lVI1xzo+Z4SCGBDJZmwXiRzWShL/bM4WxEDfqiqSkQYXvn9bmxsoBWW8Yb3vHPg9t/60iO4l3hLAugcu8OHD4P/8j/i+D27ezj7sX7+IoSE7goBBpBy5J5ks1mAZyEM8GYaRHgxing6hXq9bnFk7qVarYLhdmfCGI6FQURYX7QBpbQuFEURv6EBZFW159gYABAVGVpRJ6W0HqSymaFHtnF+CSoRs9tQVXWo+Ye8XybHbguGYYDuca8YBC8IKJKesPlhY2MD0sLoTfldaIaBGAmSvrAt9MuEsTyPkuGepcVOk1VViENcyDlFIn5DPTBNE/lCHnKfciRN02AE3lUeQ05gmiYyuRz8Q2a2OL+MTJY0mG8lk82A38NjDQD4gIJMlizk6lKpVMAIo4kwTuBRdtF9hJQj9+D8yjKC+0czad2JtBjF6toajhw5Yk1QLqdarcLH7T71OJ6DUSKZsH5k8jlIV+x9LrIyMX3sRalUAsUwYNjdDwBdeEVCoVBAKDTeQpx5pFgswqQpsD36OHsRCAeRSKdtjsoddHvCnn/hNCoCjdPfOTVwey2bw3crTTz5xJOe7wn70Ic+hC996UuoNhvbpqvshdluo25UEb+4igcffNDGCK2BiLA9OHvxAq44cdtE+4geXMLZ5Qu4601vsigqd9PJhO2+oLM8D6NCVvb1I6vmcPnRK/fcjvdLxKaiB4VCYc+SECd3soiHD/efj+g1stkshGB/f6ud+MNhbJy+YGNE7qErpP7gjz+DfcePIrpv8FzIXCqN1LdP46Mf/nWHIpxdHnzwQbzzXe/Cc8UEXn3ba4f+XKvZxMm//CIe+PTv2xiddZBy5ADK5TKyuobgGB5hW1k4sB/nli+SpcebVKtVUOzuyQMcz6NMesJ6Ypomsvk8ZP/eN0Ml4EeaeDXtYq+xMUBndIxKDFu3kcvlwAeHHwgfCAeRVnOkt24T0zSRymQQGCK7GgiFkMpkyL1ik3LF2OUnuRc0w6BtttFsNm2KylqICBvA6uoqlH3RkTxKeiHKEkyeQSqVsigyd1OuGOB6lDZYjkWlSkRYLwzDgOnDUCUhYvrYm3w+v+fCBingR0Ylx24r8WQS0gB/q53QDANGFEiD+SaFQgEUxwz122V5DhTHkIU1mxgVA+yIjfkAwPCca+yOSDlyABeWL8K/b7J+sC7yvihWVlawf/9+S/bnZsqVSs8fFstxqLjkh+M0+XweQp9VfTtRAn6cITfAXQyzsEEO+JE5S8bubGU9GUfwVaONEpPCQWQyGSwsWHP9dDPZbBbiCCJWDPqRzWY935f4wAMP4E/+9E8BkR3JMR8ACqksIrSA+++/36borIOIsAH88MI5LN72I5bsK3JwP85ePI/jx49bsj83Y1Qr4Py7y0IszxMR1odhSmldOEFArdlAtVqFMOLFa55Jq1nIRxYHbiMH/DhPSrnbiKUSeM3rbxrpM3xIQTKVwg033GBTVO4hnU6DC+69qrkLF/IjnU7jmmuGH1o9j9x3330Az8J/09VYOnRwpM8+9Y8P4wM/+5/tCcxibC9HUhQVpijqqxRFnaIo6s82X/s8RVFPUxQ1szK1Uqkgnkkjsm/wRXtYli47gDMXzpFaP4BKP58wlkGj1USr1ZpCVLONqqpgewjXXlAUBSGgkBWSO8iqub72FF3I2J3tlMtlVOo1iPJoPon+SBgbZJA3ACCeSkKJDJ/VUsJBbCQTNkbkHqr12ljlSJphXOPN6URP2PsA/H+maR4D4Kco6iMAaNM07wBwFUVR1zoQw8isrKxA2RcFTe9uIB8HOeBHi/YhTZZuo1Kt9vxhURTlqh+Pk2TUHKQhy5EAwCsy8qTB/BKmaSKnaZADg8tCNMOA4VlXDQC2k2QyCTkaBkX1H7XTi9BCFGtxIsIAYD0RRzAy/OKuUDSCGBFhAIBqrQamh6fkXvhY99xHnChH5gDcSFFUCMDlAAoAvrj53tcA3Ang3M4PURT1QQAfBIArrrjCgTC3c+7CBfj3W5MF66IcWMDy8jL27RtvDqVb2Tr/EAAe/9ZTCD13GfgeY3VWnz+DT3ziE9tG7njdLwcAUrks5D7jdnrBEtfybRiG0fG6GuKCzisyNE1DYA/B5gWSyST48OjHIRAJIZ1X0Wg0wA7wZZt3TNNELJXE5QuvG/ozgWgYLyYTME1zZPE7T5w8eRJf/9d/w4urFwZ6+/Uifn4ZV0lhXHfddTZFZx1OiLAnAfwYgA8D+CEADkD3EUkF0NMAxDTNzwH4HAAcO3bM8RremfMvY/8do/VB7EXk4H6cOX/Wc31hO0XU/f/np3D0P7ylZ2bnyX/4Mn79/b9IFjDsIKvmcHVg+AuKoMjIEhF2CU3ThhpADbxidjuNh79ZYzUWQ2AMix6apiEGO71Nl112mQ2RuYNCoYA2TYEfoTeTFwSApT1vGnzixAnc/o3X4w3v+8mhjYK7PPONJ3DzzTfbFJm1OFGO/DiAe03T/CSAlwD8LIBumkNxKIaRKJVKSKo5hJeszYTtu/wyvHT+nOf7TSrVal/vF4bjUKvVHI5otmm325ultOENM5VgAKkcGX/SRdM0cPJwzdGcn4x96rIaX0d4abwVjmIkiETC22W1VCoFaYR+sC5iOOh5SyPTNFFvNkCzY+SKaBqNRsP6oGzACQEUBnCUoigawO0Afh+dEiQA3AxgxYEYRmJ5eRn+A4sT+4PtRJQlQOQ8fWFqt9uoNxtg+vywfCzjGn8XpygWi2B4FjQz/MVIDvhJJmwLmqaB2cMjrIuoyMiQFZJoNBpIZTMIRiNjfV5ZCGN1Y93iqNxFMpWCEBr+4amLGPYjkUzaEJF7aDaboHy+se7DPsZHRNgW/i90yooFABEAnwHwPoqi/iuA9wJ4xIEYRuLlC+cQPGBtFqyLcmARFy5etGXfbqBWq4FmmL69DjQRYbvQNG3PcTs7UQJ+ZPMqWY27ybDDz4FNrzAiwpDaFBDjLk4KLy1ieWPN4qjcxVpsHYGF0UWsPxrBenzDhojcQ6PRAM2Md+75aJo05ncxTfO7ALaZbVEUdQLA2wD8oWmaM2UNbJomXjj7Eq556+svvfYvn/9rfPtrj429z+Nvvxs//gvvAwAsHjqIF8++hDe98Y0Tx+oWHnjgATz00EMAOj+stfgGvv61r/XctqQV8GXp/93WFH3PPfd0PGM8iqZpYEe0CGB5DiZNoVwuQ1GGX1U5b3QXhfzguWfR8gv4wTef2vMzVcNAYSWO5NrHxLWUAAAgAElEQVSGpxeFxGIxiNHxe5LCi1GcTiXRbDbBjJDFnSdOPv441FYVT0uj/X6rhoEILeB9//HnbIps9nn00Ufx7cefQrIw+irvTDwB+tgdePOb32xDZNYylV+GaZp5vLJCcqbI5/PQqxUEtiwp/vFfeN8lETUp+w4dxJMnv+2pVUP33XffJRGVSCTwR3/zl3jDe9/Vc9vnn/oO7rzsOtx1111OhjjTqPk8OGW4UtpWeEVCoVDwtAjbOkB5/x03ITJEn2ejVseTf/3P+PjHP+7p1WnL62sILEbH/jzDsuD8MtLpNA4eHM1scx5oNBpQoiG86wM/M3I2sdVq4bG//AfU63VwY/hkzQPHjx/HnW97M970cz8x8mfPPnsaV1Ojl4Gnwcw1xU+bixcvwn9g0baLL8tz4EJ+rK97s1eiWq2CHmATwPAcjIrhYESzTzavQhqhKb8LJ8tkBt0maj4PeUifNZbnYPo6hs1e5uLa6sRm1VI0hFjMm35hqVQKYigwVjmXpmmIm875XqXZbI7XlI+O31+t4Y4FXkSE7eCH584icpm99giBA4s4d/68rd8xq1QqlYEijON5FA0iwrYyqlFrF0YWiWErOn2I1UZ9pPlzvOJtAVur1ZBSs2M35XfxL0awvO7NvrBkMgkxHBz782I4iKSHm/MbjQZ8Y/YjMsSs1Z2YpokXz7+M19zz9m2vf/Z3P43vPfrE2Pu97c1vxL2f+p1L/168/CBefO5lvOPtbx/wqflkr0wYJ/AoF4hbeZeTJ0/iH//hiwhf2dvcdhDZRBL0a1S84Q1vsCm62efkyZN45JFHcOqZU0iXhhdVsbMXUVyJ4z3veY8ne8Li8TikaGjiiSHRA/tw4alnLYrKXaxtbECeoKeuu7r02LFjFkblHp544gk8+e/fwPLa6sif1dU8Xn3oCPAfrY/LaogI20I6nUaL9u3yY7r3U7+Dez9l3fcsHtiPF//tCU8OWK5UKvAN6HHgeB4lw9v+OFu56667cMs3voY73//uodzet7J27gKklLcF7YkTJ3Do0CHwX13C7T/+jqE/98xjT+EdN7wWt99+u43RzS7rGxuQxljVt5NgNIJnclnUajXwfbwB55Xl2Doit4zv2B5eWsTKD162MCJ3ceutt+KufBKve+dbR/5sYnUdzXNxG6KyHlKO3MLFixeh7B/PmHAUaIaBvBjB6uroCt/tlIwyWKG/COMFAWVSjrxEpVJBm8LIAgwAJEWBqpFyZKFQADukR1gXXhGheriUe351GeF94zfld6FpGmIkiHjcHTdEq2i1Wogl4wgtjn8/CS1EEUvG0Wq1LIzMPTQaDfjGtKhgXDSDmIiwLfzw/FlEDzkzLkfZv4DzFy848l2zhF4qgRP6PxFzAo9SuexgRLONruvgR7Sn6CIpMnJEhEErFEa2+BAVBTnNm2a3pmniwuoKovutmXErLUSw5rGFSNlsFowsjvXw1IXlWDCyhEzGm5MvGo0x3fLRWZlba7hDhJFy5CbtdhsvXTiPY7f+2K73rPQJ67Lv0EGc+f4P8WP4n8fer1vYOsD7meefQ0Ph8L1vPN5z23a7hdVnzoCuNS+tUPWyV1OxWAQ3YhaniyBLKJXLaLfblk9/cBM5TYU0otmt7FeQW/GmqbKu66g06yONyRpEZP8CLqwu4y68yZL9uYFEIgFxjHFFO5GindFPXpyl+4UvfAH//X88AuVz/23kz7aaTRw+eAgf/fCv2xCZtRARtkkqlYIpsJ3RQjuw0iesS2T/Ep5Pn0SlUoE4YsO129gqov7os38C5ehVWDrU3zfo63/xt/jt3/5tz/WQ9KJYLIIRxzsOPp8PDM+hXC7D73eHZ44d5DQN4tWj3cQkv4K1gjfnR25sbEBZjFpm0xPdvw/Pf+c0TNP0jO/a2sYG5IXJRZgcDWNtYwO33HKLBVG5i3e/+91YuO3VuOkNo/dlGqUynn/o322Iynq8+3i8g5WVFShLk/dADAtN05AXI57zC9NLJQjSYNHJCgLKpCQJoJOVGFeEAQAnSygWixZG5D7yWh6SMlomTJQlaLruybFPK2urkBbDe284JJJfQbXd9JTlx8X11aGMgfcivLTg2dFP1VoNvjEnLbAsixrpCXMX55YvIHzQmh6IYVGWolheWXH0O6dNsVQEv4cI40QBpZK3V/V1KRT3Pl6DYEXe88dSLRQgjTg1gGYY+Bjakw8D51aXET2wZNn+KIqCshjFxoY3ZiG2222sJ+IIT9CU3yWytIj1RAztdtuCyNxFtVYde9wVzTKo1WuueIgi5Uh0GlFfXr6IG2/sPWfq07/0azj97VNj7//o8WP4nT//o12vL1y2Hy+dOY93wBt+YY1GA7VGHdweZUaGCIdL/PEf/zGeef5ZMGOOuDpy7TX4ydfP/vw0u6jVaqi3GmD50Ue/8IoEXdc9Nfap1WphLbaBO9/cKQFZ5ZEoL4WxvLqCG2+80apQZ5ZsNgufwIET+In6ibu9xD6RRzabxdKSdcLYDXzv1Cl856XT+MHj3xrr8/VcAY1GY+bHPhERhs68yGq72bcRtZeAsoLo/n04829PeGbAbalUAisKe/aFMCQTdol73vtu/MzHfx37Lz801uefe/Lbnj6WxWIRvCyN1YvESqLnSrnJZBKsX74kWq3ySFzYvw/nn/PGlJBEIgFp06TVin5iKRJCPB73nAi78pqrsXTHUVxx3TVjff7kX/0jarXazIswUo5EtxE14njTKMux4IOKZ0ZTFItFcEOU1liRR0H3Tv/IIIrFEnhhgnKkwEMveUtIbGXYc64XrCR4ToRtbGxY2g/WJby0iLVEDM1m0/J9zxrrsQ1IFjTld5EXw1iPeaOUu5VKtQpmAgFFcyyq1aqFEdkDEWEAVtbWIC9N7g49DtJC2DPN+bqug5X2nhAgKjJymjdXpu2kXDHAi+NPVeAFASXDe31NXYrFItgxjx8jCijousURzTYXVlcRXLLesJrlWPABbzxwXrCoKb9LeGkBFz3YnG9UjD1bVwZBsyxqtdkf4j3/NbAhOLe6jOhrru37vh0+YV2C+xZwcW0Vd9xxx9j7dwuapoEZwjRTDviRjXtDmA7CNE28/MOXcD61AZ9vPOfofZdfhsC+KyyOzD3oug5mCOHfC1GRoHrMpuLC2gqO3H2bLfsWoyFsbGzg0KHxSutuwDRNrMViuONEZ96jFT1h4cUFvBR7ynN+f2XDwP4Bxt57wfAcKpWKhRHZg+dFWHe8xJVLr++7jR0+YV3CS4tYPvM9W/Y9a6iaBmEI41FJkZEgTu9oNps4ePhyvO2DPzf2PlLrMZTOrFgXlMvQ9MLYq0sFSUJ+LWtxRLNLpVJBTs/jpoj15Uig88C5vL6G48eP27L/WSCXy4HiWfCbM4GtuHfwggCKZ5HL5bC4aF2GbdYxqhVwYyyo6eJjGVeIMO/I6j5YMV5iEoLRMDKa6po5V5OQyecgB/c2DZX8CvIFzRXLi+2kWq2OvSqyC8tzqLigL8Iu8gUNwphjn0RFglb0TjkyHo9DjoZty7ZE9y/hwuqKLfueFRKJBOSodf1gXeRoyBOl3C6macKoVMBOUo50SSbM8yLMqvES4+Lz+SCFg574gWXUHJRAYM/tGJaFj2M91xS9k3q9DnrChwOW87gIK+pDZV97IcoyNA8tEFnfsLahfCeBSBiZguqKZulxicVjECJBy/crRkPY8FBzfqVSAc2yoOnx2jAAgHHJHGLPlyNjiTikyGBh8NF3vx/nTp8Z+zuuPfpq/ME/faHv+0I4gFQqhSuumN/eHdM0kcnlcO2Q8+gEv4J8Po/AEKJtXqnVavjBt7+D//Hlr4y9j1tP3ImDyvQeMqZNQS8iKo/mlt+FFwWUDcMzvTgX11cR2md9U34Xn88HJRpBIpHAlVdeadv3TJPljXVEtozIsqInDADCi1EsX/COCDMMA6wwmbUEL/IousCex/MibCOZQPDI4Dr7IAFlBVI4iPicZ8LK5TLaPoAbstGS9UtQVRWHDx+2ObLZpdFo4Pjdd+H4T/5P4++j3sATf/UlC6NyF4WiDkEarxxJ0zRoloVhGJ4wbF1eX8Orbzph63cI0SBisdhcijDTNLEa38Atx18xpLWqnzi0uIBnnjjlmfmbhmGAmaApH+g8RGnZ2W8nmP/Huz2Ip5IIRqdjT9ElGA1jI5WYagx2o6oqxCH6wbrwAQWZrHeaonvRbDZBMeOn4wGAZmi0Wk1P9tc1Gg3Um+O55XfxytinUqmEUtXoa1htFcHFKC6urdj6HdOiVCqh1mxCHLMHcRCiLKHWanmmRaNUKoERxrfmAToLa9zgkehpEVav16GVirZfePYiGAkjNuciLJvNgg8Mn00IhIOIpec7O7gXzWYTvgl6IoBOCQgU5cnZc6VSCdwQExoGwYqiJ+ZHdhrKw7ZnWSJLC1iJxWz9jmmRTCYhR0O2HEOKojzVnF8qlcCIk2XCRFlCQScibKZRVRWCX5l6eldUZJQrlbleIZnOZMD5h+/N8YdCSKTTNkY0+zSbTVC+yc9NH02j0WhYEJG7KJfLYxu1dqEFzhOZsFg8bktD+U784RBUXZvL5vxkMgk+bN8x7PYOewG9qE9cjhQkCQUXrG72dE9YPp8HP4IwsAuKosArMvL5PPbt2zftcCzn5MmT+JPP/ilafgHPf+u7Q32m3W5h9dkzqGk67r77bpw4ccLeIGeQVquF1XMXcPall8fex9Hjx0D5vJsJ21hbx99+5k/H3ocoSSjfOP+ZsNXYOoKL0V2vf/qXfg2nv31q7P0ePX5s2+xdn88HMRxAMpnEkSNHxt7vLLIWjyOww55ikgHo3eHnXfyRENbi85lF3Ila0BBfXsHpb4/voXnj8VvRaDVRq9XAT2B1YTeeFmG5XA7sDIgwABACClRVnUsRduLECXzzu0/jmre9HoERjCC/+Tf/jF/95Q9hYcG+FVuzTLvdxpEbrsOtb7trov089tKyJ0VYuVzGtTf/CG55yxvH3seZ7/0AuguepidlNRbDVdffvuv1rQLKKoRwEIlEYu5E2EYyhn1X3rTtNasGoANAaDGKtbPPWrOzGUfVNBy94zYcvHKyhVmPL8dQLBZnWoR5uxypaRAU65sox4GRRehzOqeu0WhALWhQQqOl6sVQAJlMxqaoZp92u21JqdzLmTB64mXuIvIu6CuZhHq9jlwhD3/YGSsT/0IYseR89cC2220kM2kEbZo2AACBcAipbMYTv2VV0yBasCKZl6WZv696WoTlCnlIM5IJ42UB+TkdWp3JZCAE/SN7LQlhP5Ie6YHohWXL0SnKk6sj9VIRnDieUWsXQRJRLM+3CEun0xBDo/8+xyW0EMXqnJXVVFUFLQoTT7gYBMOyYCURqqra9h2zgGmaUAuaJfdmRhJQKMy24bKny5Gqpm0z1uuH3WatACAqCnJzOi8xlUpBCI9uuhqIRrAW945BYS+WXzqLHz7/wtifP3r8mIXRuItCsQg+NOkydxFZFyxzn4RUKgUh1Pv3OYnZKLDdcLRLKBrBC8n4XJngZjIZiD2O4emnvzd2T93R48dw9I7tw9S71YF5btGoVqtotlvgLCghsrI488kNT4uwQlHHwSGG+9pt1gp0ltOq62u2f8806EwlGH3VUGghgpXT3hhu3o8rr79uop4mADh5btWiaNyFXi5BOHhwon3wogh9zldHJlLJvr9Pq8xGt8LyHCieg6ZpiESm69FoFZlMBkJod/ns6B237RJSk8AFZWQyGdxwww2W7XPWKBQK4BXZkiqA5FeQzecsiMo+5uMxZExK5TL4CcsVVsELnREp88hKbAOhhd0rr/bCHw4h65Hh5r2gPFpGtAq9VAQ/oUUFL4oolkpz/XdYS8Rt7WXqhRSer37PRCYFecSe13FQQkEkMvPdoqFpGjjFmvuyHPAjM+PlW8+KsHq9jma7BYadjWQgL4mumHM1KqZpYi22gcjS6OlzmqYhhrzjjbMTq/zrzDkq+4xCqVyGMOFDFsuxaMOca5+1aUwNEUL+ufpdJ9Jp+B0QYYFwCPE5Om690DQNrEUL5joibLYzYbOhQKZApVIBK/BD3ejs6IvYCb858X3eZoMVCgUsr65g/c/+aqzPJ5ZXcUSJ4N5777U4stnH5/Nh+Ycv46XTL469j6PHj8E0Tc+JMNM0NzPdk2XCAIAVeBiGAY6bbKXlLFKtVlGslCH5nZ2NKYeCiKfnR0wks2kcDN9q+/cooSDO5uYng9iLTC4L0a9M1E8HdK59r37da5EvaDPdf+hZEVar1UAPuZLFjr6IndAMA1Adg06GmZ8/SyKRwPXHbsHr3vnWsT5/7rkXsNCa/EbqRnw+Hw5few2O/ejdE+3nG2cuzOwFyC5qtRpMavN3NSHMpggLhZyxcHCSXC4HKRhw/MEvEAkj9oPxTYhniVqtBqNWhTBEf/GkCJKISr2GarUKYcLZirNKWs1BPhjE5ddcZUk/HSt2VkiGw86W3IfFW1fmLdRqNTCcfcuJx8HHMqjVatMOw1I24jFI0fHT9OGlRSxvzOeChb2gaRqwohfJNDv78hCGYUw8sqgLK/BzOz8ym82CG2Gmq1UEIiEk0qm56LXL5/MQHRp/R1EUBL+CfH4+V9IDQCqTgRK0rrTL++WZPl6eFWH1eh0+ZrZuTDTLzp0IW15fQ2hx/OXUoYUI4qkUms2mhVG5A5qmYbYnv0m1Wy1PijCGt6Z8SPMsjDldNJPKpMFPQYTxgoAWzLkQt53xd84dw1kXFZNgmiay+RyU4OiWRv3g/fJMe6vNT91rRBqNBnxDlio+9PafxPr55bG/6/JrrsSDX/vnPbebt0HLpmliZWMdTLuMx7/yr+PvqFJHOp3GwQntBtwGTdNYfvkszp09O/Y+bjx+60z3Q9hFJxNmzaiSbjlyHklm0vA7MLi7F2LIj1wuB8UCZ/RpUigUwPZZzTfJ7M2dcze7sHM8XaVYLAIMDZZjLevF5vwyMtnZ7aPzrAhrNpug6OFuTMMIKCvwMTRarZYj3+UEuq6j2mrgxJvfhNveMv78wx98/XHE43FPirArrroSx+/50bH30Wo2kTl9fq4WewyDpZkwjkXZcH/GpheJTBr7rj46le/mNjMUhw9PNh9w2uTyKvg+q/nsmL3JKxKyM77ib1xUVYUQ8AOwrhfbHwogkZpdEeatx+MttFqtoUWYU/ho31yV3eLxOOSF8MQCQFkIY8WDfWEMw8BsTTYnrtWcr4Uew2IYBnwWiTBeFObSsNU0TaSzWfgt7L8ZBd6vID3DGYphyeZVSIpz4+9kv4LsnE5XyeVy4APWHkt/qDNzc1aZLRXiIK1Wa+ayA5TPN1eZsPXYBqTo5CvKIvuWcHHNe67vDMNMPKy31WqBnREvPCcpG2XLMmG8KEAvz58IMwwDbcoEJ1hTth0VJRSYCxGWLxQgys6JMFGWoc34PMRxyWSzlvcoKqEg0tnMzC4C8d7VeRPTNEEN2Sfz2d/9NL736BNjf9dtb34j7v3U7+y53ayJwkm5uLaK0JGlif1eXn3ba6Cm02g0GmBtHJA7azAMg/aEmdFWswmW8c4x66KXSuBFwRKvocVDB1Aspy2MbjbYWvrph50eiUowgNQ598+G1Yo6lvpkwiY5fv2OnajIWNXnU4TFMyn493Wa8q347R694zawHAuKY6HrOoJTyvoOwtMibFju/dTv4N5P2RjMJeZnTE23Kf+W238Eh64+MrHfy1PxLFKpFA4dOmRRhLOPFeXIdqvlTRFWLoFfknHtTT8y8bmXz+SQKc1fT1g+nwe3hzO5nR6JStCPl3Lu7m0yTRMFvQBB6n0c7Th+giSioOtzZ+wNAMlMBoeuvxyAtXM3xWBnEcgsijDPliNN0wRm7fylMHH5aVbQNA11tC3rlRCiQcRiMUv25RYYhkFr4kyYN8uRxXLJsrmwvMDDqMzf6sh8Pg/Ob814mHHgRRHVZh3VanVqMUxKvV5HCyZYBz0nGZaF6cPczdRtt9vI5DLwh6yzp+jC+WXkZlTwe1aEdZ4gZkyFmfNTkuw25VtFYDHqueZ8hmHQnrQxv9UC56ESbpdS2QBnkaM4LwqXRorNE2k1B9HhcUVboSgKgqJA07SpxTAphmHdeTYKLD9/BsK6rsPHc2BsuF4JQQWpzGy2FHjvEXkTiqKGdiN3YnZkh/lJL69vbECKdkSYFcfvzne+A8vfes6q8FwBwzBYu7iMv/3Mn469j0NXH8HlvPVPlrNOybCuJ+zoHbddyjzw/HSa2O0go+YgX3Ng4DZ2X/s4RUI+n8f+/fvH/o5pYhgG2AELG+zoCQM6o3gMw0Ak4uzgdTvJ5XIQgq/0KE7isQZs91kLhEKIr8/mrFJPizBzyNKfE7MjAcxVjf/ixhoiV3curFYcv1arhWeyGdTr9bkcpNwLhmFw2eWH8LZf/k9jnxfxlTWYF2fz4mMXpmmibFTAi4JlfSUM3zFsnScRllVzuDpw3cBt7L72sYqIgotX+lUqFdADVuHadfwYnkOlUrF8v9Nkpz2FlR5r/nAQy8/M5qxSj5cjZ4y2ORfO5qZpYmV9DZF9i5btk6ZpiKEAUinvCAqKokD7aLQnsC1pN1tgPeYTVqvVAB8sHdXECtxcueabpol8QYM0xXIkAAh+Gbn87I6U2YtqtQp6CjOIfSzj6l66XqQyaYh7rNYdFyUYQE5TZ9ICyv13/DGhaRqwYC6flZhzMmg5n8+jRVN9VwyNi+jZ5vzxLxytVtNzIsyOPh2G5+cq81AqlQCGsaX/ZhRkv4K0i93fpyXCaJ6dOxEWT6fgD9uzepFmGDCiMJP9h966Om/B5/MNvRLxo+9+P86dPjP2d1179NX4g3/6wp7bzcuMv0Qisa0p36rafmAxitXYOo7juBVhuoL4+jr+/o//bOyb5cKBfbjjyhssjmq2MQwDjMUGpAzPzVUjdKFQ6Dtqx0kkvx+5l9enHcbY1Go1+AasPp7EY3KQvyTNMnO3OjKZSeOaW6699G+r/TmFTZuKaDQ6UZxW41kRRtP00D1hwwgoKzDnRIRtxGIQI6845VtV2w8vLWDl6ect2ZdbuOqaa3D0P7xl7LLRhRd+CLburdWRhmEM7NMZB9+clSNnR4QpOOviETzVWg0+pn/1wi6PSYqmUa3VrN/xlGg2m8jrBchbypFWHzs+ICObzeK66wb3QTqN++/4Y9IRYTNWjmy352LO3/LGGsJL1j9thKIRJDMZNBoNy/c9q9D0ZEPdW80mWNr959QodDJh1oowVuBRmqPRRZqmgZGnL8JEWULZMFz7m67WqqCn4MPHcCyqtfkpR+bzebCSaGs7jhT0IzmDNhXeFmETejBZTbvZcn1PmGmaWImtI7xkXVN+F5phwAcVpNOz90OyC4ZmJvKnas/JYo9RKJfLlmfC5m2It6rlIcjWmNlOAkVR4GQJuq5PO5SxaDSaU3lwZhgGjcZkRs6zxE57Cjvwh0NIEBE2O4xSjnQKs912vQjTdR21VguiTU/ZYiSIRCJhy75nEdo3vJVKL0yzDZr21s+8WCqBE63tCRMkEYVS0dJ9TpNMXoVk8aDkceEVybU2FfVmHfQURJiPplFvzk9PWC6XA2fz+egPBWcyE+atOsUWZlGEtedAhCWTScgL4W0WIFYZZgKAHA1hPRbDsWPHJo7VDfhoGu0JyuamaYL2ufucGpVCSbdsZFEXQRShF+dnZW4ur2Lx2sFGrYAzRtWsLLo6E+aT+t9G7TJr9dH0XGXCkpk05OB2EWblfQPo9B/qpSIajQbYGZoi4mkRNmtzGs2W+0VYLB6DGNnu0G7lINbw4gKWnz1nyb7cAEVRMM0JzlPTBOWbQU88GykUixAiC5buc+7KkQUNVyh7Zx6cMKpmJQH5GbQOGIZWuwWfr/8N3a7jR9M+NFrzI8ISmTT8m4O7u1h53wA6jgi8X4Gqqti3b59l+50Ub9UptsAwDNoT+C/ZQbvVcn1j/kpsA8EF+0ZphBcXsJGMz5yAJswOeqkIQbI2E8ZLIvQ5KUc2Gg2UDcO2loFREf2Kaw1bW+02qCn0XFI+31zNMk1m0vCH7PEI24oQVGZukLdnRdislSNN05wLn7C1+AbCi9ZmIbbC8hx8Aj9zPyTC7FAoFi03CuZ4HvVG3bWr+Lai6zo4WZqZqSGyX0HOpTYV7XYbPmoKIgzU3DyI1ut16OWSI9MbujYVs4S70y4TMIoIs7o23QvTNOHz0a4WYdVqFVqxCGXHE43VfSVSJIRUKoXFRetXYM4aF86dx9Onn4Eoy3tv3AN/OIibj+/d+zMvmKYJvVSyPBNGURQ4SUS5XEYoFNr7AzOMrutDe4Q5ce0TFQUb+ZfG/o6pM0DMTnL8Bh47an5EmKqqEAP+XQ8FVpu1AoAUDCCZzYy9TzsgImwIrK5N96LdaoF2ee9OKpWCGA7sEpJW90WIkSBi8ThuvPFGy/Y5qxy56irc+cbXIrw4nu/amVPPTNZT5jIqlQoomrJlxRorCigWi64XYYVCAeyQ9hROXPs6mTANpmnOTHbOKuw6fvN0mFRV3Ta4u4sdRrf+UBCJF5et3emEuDftMiE0PdlgZKtpt9qgXW6qmUwmIYQDe284IaGFCFbjG7Z/zyzQbrcmspjw+Wi05uSJeRiKxSI4i0uRXVhJ6MxcdDl5TRtahDkBJ/Bome3O4HWC58hms+B6iDA78IeCSM1YJsyzIszn82GW+hpNsw3axaVIAFiPx+CPhvfecEJCi1GsxefHLmAQzVZrosZfn49Cc8YWoNhJqVQCZ3Epsgsj8CgW3d+cn8urEBVnbnrDwiuya73CpnEjmaV716QkMinIQfsf3gFAVGQY1epMCX53p14mwOfzDV2OdMIrp902QQ+YQeYGVuMxhG/ZPZfL6uMnB/woVSswDAOSTVmPWaHVak3UJzhvfkJ7oes6GMlao9YurCxC010qFLaQzauQrxp6m38AACAASURBVJqdJfoAwCkiNE2bKeuAYaAoCib6K6JP/9KvTdQT1m/ubseE2d33iy6JdBr+o1ftet2OfkSKoiAEOiskDx48OPa+rYSIsCFwwiun0xPm3h9Vu91GLJnAlQt37HrP6uNHURTkzeb8K6+80rL9ziL1eh3MBLPpaIZBvTw/ztp7USgUwEqCLfuWFBm5vDv9rLaSzas47L962mFsw62GrXvdR/qJqEmZp/65VC6DA+HX7nrdrn463i9DVdWZEWHurn9NQMcEc9pRvILbf1SqqsIncGAtntnXDz7s98T4onqjMVGTOcMyqDfdb6swLDktb1upTfIryGnu9LPqYpomVE2D7Ld3Tt+ocLKEnOq+Y+ujqKn4dZlt97evAJ0V9Uat6qhnHReQkZkhmwr3/xXHpCN4ZkiFAa4WYalUClLEfrO9Lv5oGOuJ+e4La7fbaLaaE4kwmmFmqv/BbrJ51Ta/oU4mzH1CYSuVSgWmD449LA2L5FeQzbvP+4+hGbRbzi98abdNMC5fyAV0ZkaKwYCj9z4lFEQiPTszJN3/VxwTaoQnGKd8wtwswmKJOMRwbxFmx/ELL0ax8p0Xxt6nG6jX60hsxPB3D3x27H1cfu1V2E/Nzko4u8nlVRza0l9iZT+i5FeQLxRc/VvVNA38CJlCJ/phAUAJ+JFdPj/290wLhqHRbvdf+GKXT1hnuop721e65HI58P7e56Nd554/HEJi+eWx92s1nhZhwHDixwmvHKCT2nYra/EYgpf1Hldkx/ELRiN4LpNGq9WamwbVndRqNRy+7hqceP9Pjb0PLZvD+jfHF8BuwjRN5DQN1wdeKbVZ2Y/IsCx8HINisYhAwJnVXFajaRq4IY1aAWf6YYGOwL3owixjJxPWv+fSrntHu90G7ZutbOY4ZLKZvvYUdp17gXAQL2XSM/Mw5dlyZDcLNgt/hC7tWWpSG5HVmL3jinbCsCxYWZy5ERRWUq1WwXCTXWg5nodRrVoU0WxjGAbaNpfaeL8MzaXDpoHOwgVmhjzCuoiKDL1cRLPprpW8DM2gNYVyZKvZAsv0HxzuFhLpNPxhZ82POUFAw2zBMAxHv7cfnhVhBOswDANFoww54GyzrxgOIplMOvqdTlKpVMBMKCg4gUfZKM/VsN9+qKoKweb5c92VVW4lq+ZmziMM6Kwy5CTJdSskOZZFu+W8cGy3W+BY94uwWDqJQJ82FrugKApC0D8zD/CeLUeOwvuPvRladvym0dBCFF849ejAbUbpUZs1Ok35ob5ZRTtmgAGb44sScdx8881j73uWKZfLYITJRBjDsmij01/G8/b4Z80K+Xx+pFLbOHCKjJzqvgbyLmk1B/ng8Dc9p3rCAEDYzDJGIr3bGmYRlmXRGmCGPMm1r991DwDazRYYG0ZzOYlpmkhnMrg23Nvg2677BgDwm15hhw8fHnv/VuHuv+IEtNttUNRwicC9BJQVuFmEJRIJCJH+PTJ2zAADNpvzL8zv+CLDMEBPKMIAgBV4GIYx9yIsk82AD9ibCVPCs7WyalSyag77rz809PZO9YQBHa+wfD7vyHdZBceyA33C7Lr2tVvuz4Tpug6T8fVtH7Dr2AGAGPIjlU7Zs/MR8Ww5st1ug5qhgdkURaHt0hl/a/EYAgvOP72GFhewFt9wrXjdC71YBG2BcGLF+Zh5uBfxVBKKzaWNQDiIeGY2Lt6jYpomMqrqeNvAsHAutABhmClZVLTaYF0uwrLZLCSHS5FdAuEwYkSETZeZE2E+H1oDljrPMssbawgvOdeU30VSZNTbLdf1kQyLWtAgWlBeYyVhLmYe7kU8k0YgYm+Trz8UQiqTcaXwr1araJpt8II9EwUmRQ4oyOTcVeplGAbtKSwmMFvuL0d2Bnfbm7nuRyASQjw1GyLM3X/FCRhlJp8TPmE+2jewt2BWaTQaSGUzuCHSf3C3nX0l8kIYiUQCweB0nqjsJF/QIB2eXNwykjj3IqzdbiOVSe/qL7H6t8sJPEzGh0KhgFDI2VVdk5LP5yH08WTqhxPXvi5ywI/MyoWxv2sasCwLc0AmzK6eMLPVdr0IS6RSEIP9s7J2nntyMIBcQUWz2Zz6cXT3X3ECWq0WqCFFmBM+YTRNozmFVTaTkk6nIQT9A13d7ewrEcIBxOIxXH/99bbsf5rkCxr2K5M3jnKSgLyLbRWGIZ/Pw8dzYLntJRo7frtSOIh0Ou06ETaqRxjgnEciACjBAC66bNEDwzADRZhtPWHNluvLkRupBIKv6t+faOe5R9M0eEVGLpeb+tB4x8qRFEX9CUVR79r8789TFPU0RVH3O/X9O2k2m/DNkMmnj6bRbDZdV+aIx+MQo9O7GYX3LWJ5Y31q328Xpmkia1H/jhzwI6POxnJsu0in030nNlgNHwogNSOljFFQVRXsDNpTdBEVGSWjjEbDPbNOWZZFewoVjHkQYfF0EsEBFRS7EYIBZDKZqX1/F0dEGEVRbwSw3zTNr1AU9ZMAaNM07wBwFUVR1zoRw06azSZ8MzT2wefzwYT7mvNXN9bhX5jeDym8uICVORRh1WoVjXYLnAWN+XLAj7TLMgyjEk/EIQ5YoWslwYUwVmPuW5WbVVWIfucGJY8KRVHgFMlVZridcqTzIszt5chKpQKjWp2qZx0fUmZihaTtf0WKolgAfw7gqxRF/TiAEwC+uPn21wDcCeBcj899EMAHAeCKK66wPK5GowHfkCexU30RNEOj0Wi4agzPhfVV7Lv9xoHb2FrbD/hRrlVRLBbh98/mqq9xyOfzEAKKJRMdlGAA51y26mxUVmIbCB6IOvJdocUFrJ75niPfZSWpXAbKkcWRPuNkTxgACH4FmqZhcXG0OKdFZ3XkFDJhraarM2GdzPXgwd12n3uBSBgbycTY+7cKJ6T0+wGcAfCHAH4VwK8A+PzmeyqA1/b6kGmanwPwOQA4duyY5TW6er0+sI9pK071RdAsg3q9DmFGVy/tpNFoIJlO41ULg29+dh4/iqIgL0YQj8fxqle9ypbvmAaqqoKz6ClRkEQYtSpqtdrceoWtbKzj1TefcOS7ApEQ0nkV9Xod3IRjpZwko+Zw+Kar9t5wC072hAEAq7jLK2xq5UiXZ8IymQzE0ODMtd3nXjAawfoL03+YcqIceQuAz5mmmQTwNwAeB9AdXqY4FMMuOpmw2co4+RjGVf0QyWQSfEgZWszahRQNYm3OSpKZbBZ80BoRRlEUxMDsjOmwmmKxiFKt4pj/FU3TkCJBJBLTf4oeFtM0kcurUIKzPXic98vI5txznjIMg9YULCraTXdnwmKJxJ4izG4C4SAyeXXq80qdEEDnAXQfv44BOIJOCRIAbgaw4kAMu6jVavCxs/UkQXMsarXatMMYmlgsBtFmX6ZhCC8t4uLa6rTDsJREOg0lZF2jeXdMxzwSj8chL0QsKd0OixgNYWPDPX1hxWIRFMuAmfEbtxIMIOWi/sW9LCrswu1ji9aTcQSnYPC9FZphwCnS1K+LToiwzwO4m6KoxwH8b+j0hL2Poqj/CuC9AB5xIIZd1Go10LMmwljGVSLs4toagvucN2ndSWT/Ei6ur7puZekg4ukE/GHrBC4fUJDKuHfcziBW19YgLzj7MBDat4gLq8uOfuckaJoGfkSPsGkgB/xIuywTNo1ypOlix3zTNLGRjCMYnf6MUDEUQHrKY8hsVyGmaRYBvGfraxRFnQDwNgB/aJpmwe4YelGv10ENKcIca8xn3ZUJO7+6jCvf/Lo9t7P7+EmKjKaPgqqqiEadac62E9M0EU+lcFX0DZbtM7gQxvr/z96bBkmSnvd9/8w6Muu+z767p+fuOXZndnZnL2AJLAhSAEnAgoMKC5JlUkHStGH5g+UImgJpBMOmgjYFi+YhUooQQmHRpAmJoCCAIHFyF4vlYnbn6vuq7rrv+z7SH2pr0dvo7qmuet/Mt6rx+wIMpup9EzlZmU8+z//5P9EIsfVYYiOwA/v5CVn3dPm9WH77m5AkSdYM3KB0h5ufPgiTW5hvtJixnE6PzHl9kjB/GKPqk0yq263WSDVwHaRcLqPebkFnOLlTl+YA7x6izYJINIqlpaWB9xkWRVJBkiRl8YMOSUUoVyp9Z8JkE+Zr1ajVatT3IUGlUkGmkMP1Pnxe5Dh/BqcN4XB4LIKwbDYLTtAcO9h2ECwOO3bu/1AT8sjTbrexG9zD3ZeO7O+hhsFsQqVZHxnn/HQmA+0A9hRyC/O1goBmp41arQadTvfkLyjMk4IwWkbVUmd0M2GJRAJ6m+WJQTbNAd49LE4bgmFlX07P7OzIcqUCrchWpxiv1aBarSp9GH0RDodhcNn6Hv1EG6Pbjt298dCFxeNx6G1kRasmmxXpfBaNRoPoukoTiUSgNull/y1zHAeT14W9EbnmkpkUs4O7D8JxHESzcWQ6JFUqFTqdjqxSCEmS0G63RzYT1m3oYuNatDodCEbCih4DG09QBShVytAyZgWh0mpQGZEgLLC/B72CJq2HcXo92BixuXPHEYlGIBIOwnieh85qGkmn95PYDQRg9CrjKWXxubC+vaXI3qclkUnDcMKcPpYYJcNWjuOgkdkrrNNuQ61Sj0S59iiC0TBMDjaeHUaLGflySdEKFFvKdBkpVcoQPO6+PitHbRroDgculkoD7yMnm4FdOOb7m7klx/mze1x4GP/myHk3HUUgHILV1214IHnuxHdtFaampogcJwusbm3AOe1VZG/XhA+rX/+eInufllQmg4vmk02Vj2IYTRNwsq7pODRGw8hkwgBApVKj0+5AdcTTdBhN3XF6uk67M7JZMADYj4ThvH3liZ+T47nBcRx0tu4YspmZ4ef0DsKZDcLypSLc+v5Ouhy1aaBrqllIF+lvNCSdTgc7+3t49vlrfX1ejvOnUquhs1sQiUQwOztLdzPKHDQeJXnuzE479sMhPIMnN1OMAq1WC5uBHTx3t7/rkDQWhx35ahnZbBY2Gxtv9kfR6XSQK+QHGhFDS9N0EjqTHskRslNRq1TodI7OhNHQ1HU6bahHNAjrdDqIJuJYcLz4xM/K9dzV2SxIJBKKBWFntxxZLkNgrBwp6HQojEAmLJFIgNNpITAmnNW7HNjb31f6MIaiVCqhVKtQ0e/YPS5sB0dDw9QPwWAQGotRMW0nx3Ew+d3Y2mK7JFkoFKDRiSOTPTGYzUhmRycI41U82jJ6hbXbHagYMxrvl3Q6DZVOhEbLTlOBwW5BKKKcOP9MBmGSJKFYKjIXRAg6HQpF9jNh+/v7MLiU93g5jN3nwmZgR+nDGIpQKASDy0FF72F1OhBNxMdGnL+xuQmTT9kZg45JH1Y21hQ9hieRy+WgfYIdAEsYTEYkM6Mz61TFqyB15AvCpE4HKn40g7B4PA6djZwJNQmsTgf2IsoZL5/JcmS9XofEcX1H47/86icQ3BrcmHHq3Bx+52tffOLndAYdCmX2g7DN3V1YTyGGlktT5/L7cO/1d0bGY+go9oNB6B0/sDwg6dOkUqsh2syIRqOKpd5J8mBtGd4+tCU08c5M4ftvfpnpbrVcLgeNcbAXTrl+uwcxmE1IZzMj8zvmeV727khWutJPSyQWha7PpiO59IgWpx2rsdcUu97OZBBWKpWg0fdfiuwngCKBoNOhXK0yfUMHgI3dLZz/8SfX9HvIVts36NHRqJBMJuF299d0wRqbe7twnPO992fSmhK9y45gMDjyQVihUEA0ncQFr7L/zjqDHrxRh2AwyKwWMZvLQWsYLAiT67d7EK0ooC11RsYrTMXz6MiZCRuR4PQo9iNhWCb6q6LIpUcURBHQqJDL5RTRdo5mOD0kxWIRWgZ/3BzHQSMKKDGsC8vn8yjUqjARnGtIEoPbPjLeTYdpt9vY2d+Dw9df1+kg2L0ubOyOvpXHxsYGzBNeJjIClkkPVtZWlT6MY0llM9CPgEfYQQSjAfm8IsNUTg3H8YCcmbARLkcGI2HYXMqPujuMzmZRzL6nrzsYx3FXOY77CMdxlziOM9I+KNoUi8VTZcLkRDDoUWRYF7a/vw+Th45miQRWnxubu6Mz0+8g8XgcKoNItWHE5fdhI7Az8nM2H6w8hmtW3lFFx+Gbn8Hbjx8xe05T2Qz0A3RGKonWqBuZIOxH9Ee1WkWuXGTSNFi0mRBRaKzbE8uRHMf9SwB+AHMAfhXAbwL4OOXjoko+n4fa0P+DTk6vHI1eh0KhMPBetNna2YHplOaY//STn8bmo5WB91xcuozf/LMv9PVZ14QP618dXMOiJHt7ezC66Y5d0puMaHHdLiWnk7030n5oNBpY2d7E3Ts/rfShAADsbhceVUvMntNsLosp08JA31XCJwwANAa274MH4TgcG4DTmh3J6DvwifQ7rqjHb/z8Z4bWw/7KH36+r8+aHXbFZuv2owlbkiTpAxzHfUOSpC9zHPc/UT8qymRyOYin6BaS0ytHYxCZvvms7mzC//yNU32n3wCKBCarBYVaFblcbiRm+h1kbWcLVh99jZPB40QgEGAyYOiHra0tCA4rM2PHOI6DZcqH5ZVlvPzSy0ofzg+RyedxwThYAUMJnzCg+zKazY+Ga74k4djAgtrsSDaTricSj8dPNQmk3wCKBFanHYFHb8m230H6KUcmOY77ZwBsHMf9AwAxysdEnVQuA72Jzaqq1qBDOstme3alUkEik2aypt+jO9PPOXK6MEmSsLa9Cc8U/RKbze/G2tboDvO+//gRnIyUInv4FmZw79FDpQ/jh6jX62h2WkSHwcuB3mhAOjsqQZgkb2qK4yBJ8jUCkCIcjcLAmD1FD5PNilQug2azKfve/QRhnwaQB/AGAAuA/5rqEclAKpNmsi4NAEazCYkMm0aF+/v7MHocTIihT8LsdWJrd7T8wuLxODoalSzaHc/UBFa3N5nVMJ1Eq9XC/ZXHmDw3r/ShvA/XhA/BZIw5HVOhUIBWr2NWw3kcepMRmfyojC6St1uR4zh0RvC3ux8Lw+qkK7cYFJVKBdFsRDKZlH3vfsqRn5Ek6X/v/YHjuMscxzklSfoOxeOihiRJSGUyWDhFECanV47BbEJyjU3X962d7VPrwQB5NWEA4J6cwOq3lEktD8rOzg6Mnh/OMNK49gxmE2pSC6lUCi6Xsmanp2VnZwcqiwG6PuUEJH3WTkKlUsEy5cPj5WU8f/fuwPuRplgsQhgho9Yeol6HZIGtgPY42p3OsUHYMPe+4+57HMfJaolBAkmSEI5Gcfulp/r+jtwedaLVjEQiAb/fP/Ceg9CXJozjuO8B+BeSJP0xuuJ8A4CRDMJqtRqanTa0Qv96Ejm9cgxmE1YZdYte3d6E69blU39PTk0Y0K3vv1PMoVQqwTigFkZuljfX4Zz+4R8/jWuP4ziYfG5sb2+PXBD29sMHcMxN9v15GrP7jsN3bhZvPXyHuSBMrWNDO3cadEYDcgxrYw/SbrfBH+PrSOPex6tUaLVbxNelSaFQQIuTIOr7fyGQ26NOZzMjGoviBk6neR6WfupK8wBeAPDfvftnNwB2Bj+dkkwmA9FiYjY9L+h0qLeaqFarSh/K+6jVaggn4rB72H9ocxwHo2d0dGHtdhvrO9vwTMr3Buac8mFlc122/UjQarXw9uOHmFocrNOPNp6pCexFw0yVJLtBGJt2PCehFQTUmg1FNDqnpdVuQaWST6KhUvFot44eGM4qyWSSuXFFh7E47AjGorLv28+VkwXwfwMQOY77KQDnMcJBWDabhWBi1zOH4ziIFhOyWbb0EN15kTamnfwPYvI6sbk9GqakoVAIapNe1lmmXV3YFtrt0bmZb29vQ2U1Mut5pVKpYJnx49Hjx0ofynvkiwVoGfVEPAmO46DViUwbV/doNlvgZTRP5VVqNFujlQlLJBIQrGzqsHtYHDaEFQjC+ilHfgLABXSDsX8A4E0AX6V5UDRJp9PQmk6nkZDbK0cw6pFOp2WvTZ/E9s42jCOQBevhnvRj5fX7YMNJ6mTWNzZgnqDnkn8Uol4P3igiHA5jenpa1r0H5d6D+3DNTyl9GCcysTiPN9+5hxeef17pQwEA5AoFiObBg3u5NHVHoXk3CFNilEy/SJKEZrMBleboRykNnzCVWoVWqzlS44vC8RiMp8yEya0JM5hNyJWKqNfrEE4hVxqWY4MwjuO0AF4C8OMAPgRgBsD/BeB3JEn6lixHR4FoMgGDpX+vEkB+rxyt2YBUmq0OydXtLbiun1P6MPrG5nLifiaNcrkMg4HNzEmPh2sr8D59UfZ9zX4P1jc2RiIIazabeGflMZ75L39S6UM5EfekHytf/y4ymQzs9v5m5NEkXypC9A3+Mienpu4walFAuVxWZO9+abfb4Hj+2I5xGs8OnucBnker1YJGMxpFqXAsCsu108kI5NaE8TwPncWEVCqFiQn5LHBOKkemAHz53c/8GID7kiR9dpQDMKAbkZttbJt4mmxWROLs2LHV63XsxyJwUpxpSBqe52EcAb+wUqmEUDJOdV7kcXhnJvFgdVn2fQdhY2MDWof5VMJeJeB5Hra5CTxkxDOsWC5BGEFNGACoRS0qlYrSh3EijUYDvFp+iYZKo0aj0ZB930GQJAnRRBxmO9vPXQAQzEakUilZ9zwpCJtB1yPMCuA1AFc5jvsfOI67JsuRUUCSJMSTCeYvBpPNimhSmWGiRxEMBqF3WKFS91O9ZgeTx4mtHbb9wra2tmD2uxXxXnP4PAgl40zPKu3x1jv34JpnP2MHAJOL8/jeO/eUPgwAQLFUgiij1pAkKlHLfCasXq9DpZXfCFel0aBer8u+7yBUKhU0Oi1ZNa+DIlhMiCcTsu557J1fkqSsJEn/ryRJ/0iSpEsAXkG3fPlbsh0dYcrlMhpSm/mLwWyzIppIMGOmubO7C5OXXZf843BP+rG6vaH0YZzIw5Vl2Kd8iuytUqlgnnBjc5Nt9/xarYaHG+uYYsyg9Ticfi+SpTzicWVfpCRJQqlcHtlMmEYUUCix/YJQq9Wg1spfElRrNajVarLvOwipVAo6q3kk9GtmuwVhmatQfac2JEl6BOARRjgI6w0QPS1yCwS1ogBJzSOfzzMx/3B1ZxPOy7MDf1/OQawHsbmdeJBKolqtQsdg4N1ut/FoYw23P3W8zol2U4hzegKPVpfx1FP9myjKzcrKCvRex0CzIpUYQM1xHOxzk3jw8AFe/fCrA+89LM1mExKHoTLYSg3wBgBBFFGqsJ0Jq9VqUJ0QhA3T2HBSU4NqhIKwdDoNwXx6v0a5n7vAu1WoVXklLKNVXxqSRCIB0XL6Nlm5BYIAoLdZkEwmFQ/Cms0mAqEQXnzlzsBryDmI9SAqlQoGlx3BYBDnz59X5BhOYn9/H7xRPNH9nXZTiG92Cm9+7z+h1WpBzWi5+a0H78C3ODvQd5UaQD15fgFvfPMtfPhDH1YsA1CtVqEecmakUucPeDcIy7A9P7JSqZx4jmk1NqgF9vVyPRLJ5EBBmBLPXZPVigeppKydp2wPASRMOBaFwc62YVwPwWpSvJwBAOFwGKLNBI0CKXcSGD1ObO+w6Re2vLoC65SyNiSiXg+NxYBAIKDocRxHuVzGWmAb/rkZpQ/lVNhcTpTadYTDYcWOgUQQpiQaQYtyle1Ao1KpQCUqoAkThZEJwiLJOEzW0zkSKIVGqwE0ahRknNZwpoKwYDTC7ADRw5jsVoQUMI47zG5gF0bPaJyzo3BNeLHGYBAmSRLuPX6EiXnlgwvrtB+PVwaf7UmT5eVlmCe8UI9IK36P90qSCnZJdvVKoxuEaQUBpTLbgUapVIJKRk+pHipBi+IIGNkCQDyVhIkBWU2/iGYjMjKODmSz/kABSZIQjEbw3CunTw0roYuwOu3Ye1N55+217S3Y57xKH8bAOLxuLH/1O2g0GtAy9EBKJpMoNCqwupQPcCfmZ/DO117HT33sY8yJZ//2wTvwLgweqCppNjp1fgHf++rf4Cd+/KOKnNdarQb+GBPRfhlmADVw/BDqftAIWtTqbOueMvkcdIbj9aa0NGE6ox65ERhwLkkSkuk0LpzSmxNQRhMGAILJgEwmg7m5uYH3Pg1nJgjL5XKARgVBPH2nkBK6CIvDjvuJONrttmKjgjqdDrb39/DsC9cV2Z8Eao0GosOCcDgs24+qH1ZWV2CZ8jER9JjtNlSkFmKxGHw+ZTo1j6JYLGIruIcPDPDi1ENJs1GLw466uqv9m5mRP+PZtU8Y7hZPYwB1v2gELSqMzdA9TCafg27q+BcpWtefzmBAJsiWofdRlEolSCoemgHK4kpowgBAa5LXLP3MlCNjsRj0jPuDHUSt0UBr1MtuHHeQWCwGXi8MFLiyhNFtR2AvoPRhvI+3Hz+Cb4gMD0k4joN12o9lxkqSKysrsEx5R86f7iD22Uk8fPxIkb27mbDRKuMeRKPVot6oM2PVcxSZfA46o/wGwjqjHpk8200LAJDJZCCa2Z5YchiT1YxYSj6vsDMThEWiEejsoyEO7KGzWRCLKeecv7e3B4NL+dErw2L3erDOkC6sUCggmIjC5Wcn6+Sbn8G9xw+UPoz38dbD+/AuzCp9GEMxtTiPtx7eVySQaDQaQ2fClITnefAqFZrNptKHciyZXBYG0+k7/4bFaDYhk83Kvu9pyeVy0BpHKwgzmM1IZuTLhI3uL/SUBMIhWHyD6W+Uqk3rHRYEwyFcv65MOXArsAObzz30OkrqSgDA6ffgze+8hU6no4gz/WFWV1dhnvT1VWaW69pz+jx4nPsOMzMPy+UytkN7eHmIUiQLmO02VLkOwuEwJicnZd27Vq+BH+EsItAdz1Ov15nSc/ao1WqoNRsnmn/TGOANAFpRRK3ZYNYDsUc6k4HWNFimUCmPOqPFhLUfBWHkCYSCuHTt5YG+q1Rt2uZ2IbAekn/jd9kM7OLiTwx2zg6ipK4E6NowcKIGyWQSHo/y8y/ffvwQnvmpvj4r17XHcRwsUz6srK7iheefp7/hE1hbUy8KiwAAIABJREFUW4PJ7x7pUmQP28wElleWZQ/CqrX6yHWVHkal0TA7IzGbzUI0Gk7UddLSE3McB9FsRC6XYzoIS2ZSMJhP780JKOdRJ+h0qDUbqNVqEGWQ4oz+Ha4PyuUyitUyjO92aHx8lu3xl18KdNva7W4n3vz6G7Iax/UoFAoo1KrvnbNRR++0IxQKKR6EVSoVbOzt4qWX2XOo9y7M4PuP7jMRhN1ffgTXbH+BKuv4F2bw1nfexkde/Yis+9YaNWiE0Q7CeLWK2SAsk8lAGDDAIIFgMiKdTjPVTHOYRCYNw6XRmPnag+M4iEYj8vm8LEGY8rUZGYhEIjA47Ux0op0GQadDR6OS1bOkRygUgtnjHLlzdhwWjwPbDIjz19fXYfS5mMxQeKYmEIiEFR/o3Ww2sbK9Cf/saN28j8PudiFbLSEtY8cV8K4mbMQziSqNmllNWCKZhGBRTu8kWo1IJJOK7d8PqUwGBpNygeqgaI36rqOCDIz2L7RPwpEI9I4fOOX3Mk39oqTXkMFhRSQSgcMhr5/U3v4edE4y3aRKa8IAwOHzYOtv3hlqDRK8s/wIrrn+Mzxy6iJUKhUsU16sra3h9m3ltFi7u7sQ7OaBZkWyCMdxME96sL6+jrt378q2b7Veh1oznGhcydmRAMCr2A3CwrEoTLaT75G0fMIAwGizIiLzsOnT0Ol0kCvkoR+wceHTt15BLjX4i4vV6cAXvv+Ngb6rMeqRlanx4UwEYTvBPVg9zoG/r6TXkN5pQzAcwtLSkqz7bgf34bhARsOitCYM6Ho2vZ1JoV6vQ1DA4RroZiaWN9Zx9/ZP9/0duXUR7rkp3Hv0QNEgbHl1VfFxTqRxz0zh/spjWYOwRrMJjXo4j0ElZ0cC3XIks0FYPArvwslNUzSfHRaHDcG1+1TWJkGhUIBaFAb2uRw0gCKBYNQhnZWnAnUmypG7wX3YPcN3+SmB3ePC9r68U907nQ4CoSDsHpes+9JEpVJBb7cgGlVuFNTW1hZEl5XpDI9vZhrrgR1UFTTJfLi+Cu+0vCJ22nimJrC1F5A1oGg2m8wOZe8XTsUzGYS1Wi1EkwlY7DbFjsFityGeSqLVail2DCeRz+chKOChRgKj2YSETB2So/0L7YNisYhSvTpwh4bS2D0uvPHX35XVXiGdTgNa9cibtB5G57AiHA5jdnZWkf3vP34ExyzbwYVGq4HR58TGxoYi1ijZbBb5aglWp/I2GSTRaLuTG/b29nDu3DlZ9qw3G1AdGls0Kk1JPVjNhCWTSQgmg6KaO5VaDcFsRCKRgN/PXuY4l8tBaxjNIExvMiG9HpRlr7EPwkiI8n/51U8guLU78Penzs3hd772xYG+K4gieFGLdDoNl0uezFQsFoPBQW66gJKauoOYnXbshcNQovev3W7jnZXHuP2pn1Rg99PhnJnE248eKBKEbW9vw+R3E2sIUVrTdBCTz42NrU3ZgrBGYxwyYWwGYdFoFKLd8sTP0fIJ6yHautl9VoMwjXFw+wwlNWEGswnrMpUjR/sX2gf7oeD7RPmDMGgARQr9uxkcuYKwcCTc1w2mX5TU1B3E5nZi73VlNBS7u7tQm/XQjcCb4cTCLN5488/RbDahkbmLc3N3BzY/ORsRpTVNB3FP+rB2fxM/IdN+jWYD/CE9zmmbkpSGV6uYLLft7AVgdj+5WYr29Wd227G7v4enn36a2h6DksikoRtimoCSmjBRr0OlVkOj0aBuFDz2mrCd/T3YRlQP1sPosiOwvy/bfoFwCDaXvN2YcqCkhuLh48ewMV6K7CGIIgS7BVtbW7LvvbazBZffK/u+cmD3uBCMRmTzvWq2mlBrRvs9m1PxTPqEbe8H4PApb/zs8HmwtTd4lYYmyUx6ZGVAHMdBMOqRz+ep7zXav9AnIEkSdoP7uPnMZaUPZSjsHhd27m/Ktl8oFsXV25dk208uVGo1BJMRqVQKXq98D3pJknBv+SGu/J0PyrbnsDhmJ/BwZRmXLsl3HRQKBeQr5Se2/Y8qao0GOocF4XAYc3Nz1PdrNJpQqdnzozsNao0ajRZb5ch6vY5oKokLTuVfVK1OB+6nU7K5u5+GdDaLOdPie38eNT2iYDQgl8tRr0CNdRCWzWbR5CTohxwg+hs//5mhNU2/8oefH/j7NrcLj2PfRrvdHrjdt18qlQpK1crA3i5H8anLz6FWqQz8fVGvx5+svEHkWESrCYlEQtYgLBwOo6nmYLKevsSrlJ5uYn4W7/zHr+Hv/swnZGsIiUQiMLnJmiqzpAkDAJ3TJksQJkkSWq0mVENaVCh9/lRqNep1tjJhwWAQeqetr3sxTZ8woNv1bXDZEQwGsbi4eOJn5USSJGRyGVwd0UwYIJ9h61gHYV1R/vAtxE8KoM7/9u9h45/84tD7HIdGq4HWqEc8HqcuwEwmk9DZzEQfhKQCKBKINjOisRiuXZPvrWx5ZRmWqcFGiyilpzOYTZBELfb392XrJg2GQ9ATbAgB2NKEAYDFacducB8vUN6n1WqB4/mhA+gnnT/a9z61RoM6Y+XInd1dmDz9ZcHk+P0aPQ7s7O4yFYSVSiVwGvX7JoOMmh5Ra9QjLcO0mrEOwvaD+9ATCMKexIXP/z7VGxHQNW0Nh8PUg7BUKgXRMrpvL0/CbLciHJPXZfrt5UfwPyd/p+GwWKd9WF5dkS0IC4SCsE6ebKo8aiWNw9g9Luw8fpP6cTSbTfBDZsH6gfa9j1epUK/Xqa0/CCvbG3BeoV9O7hfnhBcrDzfwkVdfVfpQ3iOXy0EYsgKlNAazCYlMivo+Yy3M3xkjw1GTy469EH3fkkQyAdFCrhTJGiarFbFEQrb9stksEvkcHN7Raw7xz8/gneXHsu0XikVhGTN/sMMYrRak8xnqzSHdIGz037E1Gg3qTXYyYbVaDYFwiKnmEZfPi71oGLVaTelDeY9sNgvtiBq19jBazEik6Qdho/8rPQZJkhAIBfHsSzeHXuuo2Ye/2mrjn3U67/35Y7PdTMf/yvP43KE3UBKzD+0eF7bfpP9AjCQTMPnJloRYmB3Zw2Q1I5FJyWZ+u7a2BsuUd+DyrpJ6RJvLiQeVIlKpFJzOwcd+9UOj0UCukH9iN9VpSxpKa5oOo1KpIBiNSKfT8Hjoddc1Gj9s1DoIR52/XwpF8EvhH0ye6N37fnfCh9+dfH+mftjzp9ZqUGMoExYIBGBwO/o2aR3m99vvb1elVsPgdmB3d1fWRpqTSGcy0JpGPQgzYU0G1/yxDcJIur4fFwD8xbv/+bHZ6/iLwAMAwE0ANFzFrE4HHiQS1L2b4skkJi9NE12ThdmRPdQaDVSCFoVCAVYr/S68B6vLcA9hTTFMQ8ewcBwHy6QX6xsb1IOwTCYD0WwiHhizpgkDANFiQiqVoh+EEciEHXf+jrr3TQH434be8f2oNRoUGdKEXbp0EcBF4L/v9xuDvwC8+VfAx2f7/fQ13P7zLzEThCXSSRgsZqUPYygEnQ61ZoN65+nYliMjkQhxka+SqNRqCFYj4vE4tT0kSUIqm4FxhDta+qHXekybRqOBjd0deKdGwx/sKNwzk3i4ukx9n1wup0j54vxv/57se2pk6LpqNBrgR9wjDOhaVNRqys0xPYgkSUofwoncX3vMzDHGUkkYRzwI4zgOosmIDGVx/uj/So8hGA7B4JQnCFv/zC/Iso/ObkU0GsXkJJ2HerlchqTioBHoOgQrjdakRzabpS44DwQCEJ2WkT6fnqkJvPatN6k7R+fzeWgMg484GRQ5mmoOIxr1SFG+sddqNai09D3CaN/7tIKAKiPlyFQqhf/xc/8SL/9XnyTaPU4CSZLwnX9XRzKZhNutvP40nkriuvWG0ocxNKK5G4TRbIgb20zYbigIm1seUb5cN3GT00ZVnN+dej/aHS39oDHokJUhE7a6vg7LBDsC3kHQCFroXFYEAgGq++QKeWgVCMKUQG8yIFOge/3V63VZMmG0730arRZVRgTna+vrME8Mru+kCcdxME96sba+rvShoF6vo1ytQjcGzxKt2dCVNlFkLDNhkiRhLxTEnRfJROK//6u/gbe+8TcDf//2Ky/iFz73K0Mfh83tws7f0hPnFwoFaPXkH4SsDPDuoTMakMllia13HI/WVzH98q2h1mBBWG72e7CxtYnz588Ptc5JFEolCDryugulheVHIYgiimW6NimkgjCljarV2m53pFyNNCfxzvIjeC9MKXoMJ+GZm8Lbyw/x0osvKnocmUwGoskwdLDKwnPXYDEjlqLbTT+WQVgul0NHzUPQkQkofuFzv4Jf+ByRpYbC4rDjQSJOzTm/WCxCrSf/IGRlgHcPvdGAzB7d1uN8Po9UMY9rQ87gZEFY7pny4/EbD/F3fuInqe1RLJcg+MhrSJQWlh+FoBORKJWo7lGuVKAmUAZXsjEE6GZ4urqwGvR65brtSqUSdiNBvPyhO4odw5PwTPrxra9/F6VSCUajcjZD6XSaiNfkk567tI2CAcBktSDygO4M3bEsR8ZiMejtpx8Rwzo95/xUik4AkS/koaEQhLGGzmhAtkB3MOvOzg7MfheTpYvTYnO7EM+mUSwWqe1RrdWgoag5YwmNVktd51Qql6EVBap7yIVaEFCtKivOX19fh8nvJtJxSguVWg3zhAdra2uKHkcimYTWTL8UeeHzv099D7PdilgqQbXhYSyDsGgsCtE22p0Zx6GzWah1SOaLRYgUypGsIep0KFLORKxvb8Hqp2dBICc8z8PodVHVhTWbTUUecHI11RxErVGjSXkodbFcglYYlyBMq3gQ9vbjh3DPsVuK7OGem8Tbj5UdDxRNxGGyjYczgaDTod5qojLE7OMnwW5YPwT7kTAsLnLO2yyZjYo2MyLRKJXZh/lSESJho1ZAeV3JYQSdiFK5DEmSqGWqVrc3cf7V54dehwVNGACYvS5s7exgaWlp6LWOot5sgFfJ/04od2ckAPAqNRoNukFYvlSE4B1sXulBWLj+1KKAcrk81BrDUKvVsLq9iRee+8Spv0t7gPdh/LMzeO21L6JarUJHSI5zWkLxKDyzV4de55df/QSCW7vv+98+2+ngswf+3NNz/jqAXz+kGZw6N4ff+dpwrp0cx0FvsyCVSsFgoJPdG8sgLByLYuoCOQ0SS2ajVocdoQOiYpIUSyWYdeS7+ZTWlRxGpVYDPId6vU7FhC+Xy6FQrRB5G2RBEwYA7kkfVl97Bz9DcY9xKN2yQqFUhF+/MPQ6LFx/alGraBC2vr4OvdcxkNWM3HpYjaCFwefE+vo6btyQ3yKi0+kgnkxg0Tb8zObjAqij9JxPAfjzoXc8GsFsRDKZxMzMDJX1x64c2Wq1kMxmYLaPRzr0MBanHcFohMralWplbHQkT0IjaKnNWtvf34fZ6xyroMLqdCCRSVNLy3Mcx4zRJHUoZmB7FEpFKt2mSqDWCVT1iE/i3sP7cM+RnSJCE9fcNO49vK/I3vl8HpxWM9LeiIfR2cyIJeiZpI9dJiydTkNr1FPpHmQBg9mEXLFAxTyzVK1AMyY6kieheldnQmN00e7eHgzuo8vhH58lX0YmyXGzGXmeh9FlRygUomJVoeJ5SJ2zEYR1pA5UFO0WOp0OypUKRMNoz+7rIeh1yBUKiuxdq9XweHMDzz/z04rsPwiT87N47bv/gfq4naNIJpMQrfLoseXSc1rsNgR36FSfgDENwki0xx6EJU0Tz/MQTV0DOZ9veM3HQarVKrR9vMGMaiBxEJVWQy0TtrUfgPMmPU8tpdA5rdgPBakEYYJWQIuCWJ0FTdNhWo0mBIovO6VSCWpBS8RXi4XzpzMakI7R9/U7irW1Nei9joErBMN4XQ3qc9UtSTqwtrYme0kyHo8TC8L60tOdMHaMlL+k2W7D8nfpZRbHLghLJJMQLGQ9UljTNIkWE/EgrNPpoNVuK9Kh9ln8Gn4dvybrnrxajQaFwcCtVguhaATzH7l75N/3EyCyit3rwVZgFx+isLZep0OtTv7fgwVN02GajQZ0FIOwQqEADaEuZxbOn95oRCZPb1LISdx7eB/u+cFLkUp5TLrnZ3Dv4X3Zg7BQLAoTIXsoVvwlDWYTStUKtWaHsQvCoonEyE9vfxJaswGJZJLomo1GAyq1ui+tCulA4mOzv46nA6fvPBoGXq2iEoTF43EIFiPUGvpz++TG7nHhndfvUekq1Qk6FGpszAikTbPegE6k17lWKBTGagSU3mjApgwTLg5Tq9WwvLWJF56l2Y5Ch4m5Gbz2+hdlL0mGYhE4b1+RbT854DgOOpsZyWQS09PktYFjJ8xPpJMwWcfPqPUgBosZiTRZw9ZmswlePZ46uqOgFYTFYjHoxtAoGAB0Bj3q7TYVkbTNbEZdYS8ouahWKrCY6b0oZrNZaIzjoQcDuuXIcqWCVqsl676rq6sw+AbrilSaXpfk6uqqbHt2Oh1EE3FY7MN3RrKGzmpGIkFnfNHYZcKSmTQ85utE12RJEwYABosJifAesfWAXhBG53L49K1XkEu9fwjqZ4H3FSB7fi+/hq7ny0GsTge+8P1vED0mTq2mclMPhsPQE+zM/bkXPopEaPBuWPekH3/02leIHAvHcTA4bYhGozATDiIsZjMa8d0nf3AMqJUrmDDT695OZTIQx2B4cg+O46A16JHP5+FwDDcG7DS8/egBXEN2RQ6jqRtWT+een8H3H97HzZs3B17jNGSzWfCClljQysLsyB46mwXhaBTDTQI+mrEKwprNJorlEvHp7axpwoxmM/YJT3Zvt9vUzDKPC6CO8nt5GsCXqBzF++F4Hu12m/i6e9EQrFdmia1HKoAihWgzIRqL4cKFC0TXNZvNaJbpNEqwRq1cgW1iktr6yWwaxonxykYIRgOy2axsQRipUuSTNHU05x92S5LydUkmEgnobOSqAKzMbAYAi8OG4HqIytpjVY7saiH0RLqCWEZvMqJQKhINIlqtFvgxtfU4Cl7FEc+ESZKESDwGi53ctAbWMNmsiMRjxNe12WxolJQz5JSTRrECO8VrJJ5MwCiTTYBcaEw6ZLPy6cI2NjYGNmg9DTTnH2oELfReB9bX16ntcZBYPA7RRtaZgBUsDjtCMTr+nGMVrRQKBWjPwOxDnuehFrQoEZx/2Ol0FDMXVWJ+H8fzxIOwSqWCeqs51vM3zXYbwnHynjl2ux3VQvFMGLbWi2VqQVin00Eqm4FxzJqTRLMRiRTZZqSTuPfwPlyz9LKVcuGem5LNuDUci47NzMjD6Ax61FtNKpMbxqoc2W3NJp92PWqG1WkgMcPqMFqDHoVCARYLmfRvp9MBRymD2Fdt//87fugEydp+D47j0CH8wE+lUtDbLESDWZZ0EQBgtlnxKJEg3iEpiiL0gohquQI9QTkBCz5XB5EkCdV8gVpZrVAogNNqxq4712S1IBaRJwhrNpt4vLmO5/7eTw291jDzD0k8N/zzM3jje39Oxdz7MKFYBL4FcpYYLN37OI6DzmpBIpHA3NwckTV7jFUQViqVoKYQhJEOoEig0YtEu9RoZsJYqu334Hge7Q5ZTVg2m4XWRFaP+KRzR1NTchRaUYDEcyiXyzAayfrxTXr9yKXSRIMwFnyuDlIuFGHWG6lpdNLpNHSEzapZwGS1YO/+hix7bW9vQ7BbIBD4N1J6/qEgihAdVmxvb+PSpUuEV/8BnU4H8VQSFwhmwlh7bghWI1KpFPEgbLzKkcUCNLqzMXZHLQpE5/hJkgSM0azDJ8FxID4mJ51JQyvzqBiampLjEM1GKvqcGf8E8ukM8XVZIpdMY8rnp7Z+Op0mblbNAiarBalshkozzWEeLD+GfYbev5Hc2Gf8eLD8mOoe2WwWKlEYuwzsQfRWCyIx8nrY8QrCyiUiby+jgErQUKlPnxkoBJzxVBqGMcxCHEZr1FMJwib9EyincsTXZYlcMo3ZiSlq68cSCejM43cNqtRqqEUBuRzd60OSJDxYXcbE/CzVfXrIoYf1z83g4doKVb1lKpWSbWakUpjtVoQT5IOwsSpHFkolCDbyWgsmNWE6HfIUTDNp8E8/+WlsPloZ+PuLS5fxm3/2BYJHRIdULg29f4b6Pud/+/felwHraUrWP/MLspQmNUYdlYfhxMQEKimywV1f8+dOgNT8uR6VdBbTN44eaUWCcCIG87yH2vpKIlrNSKVSVG0qIpEIWmqOWGNDXx6T/+bfHfk/k/KXNFrMaKo5RCIRTExMDL3eUSSTSWjNZDOwrD03zDYrVhLkmxzGKgirVKswUmgpZlITptWgWhsNh3EmAygKb4W5fAEOA32TzI1/8ovvBVsHNSVyIej1yBUKxNd1OByQ6k3Uq1UIhGa0sTJ/DuhmWUqJDLUHIQBEE3FcunWR2vpKIlhMSCaTxD3qDrK2sQ7ThJfYeqx4TFomvVjbWKd27cVTSRitZDOwrD03etZQzWYTGoJlV9nKkRzHeTiOe+fd//6vOY57g+O4/4XkHrV6DRrKHSCsoBG0qNTImVtyHEclMGEVSQI4nlxJUpIk5At56GQIwpRGb9QjUyCfCeN5HgvTM0hF48TXZoFiNgezTg+TiU65sNFoIF8qQm8aP00YABhtZkQSdK+Nxxtr8MzQC5KVwj09gccba9TWj6WSMI75uECe5yGYDMSlGHJqwn4LgI7juE8AUEmS9ByAeY7jFkltUK3XodaOrzDwIBqtFlWCQRjP85BwloIwCSqenDlto9FAS+rIPmdOCY81Ua9HLp+nsvbFhXNIR8jrLlggEY7i4gKx290PkUqlIJqNY2tWbbZZEY6R96jr0Wg0EAiF4PKTy4SxgsvvRSAUpDIvFwASqeTYedMdhWAyIpMh2zwkSzmS47hXAJQBxAB8AMCfvPtXXwPwAoDNI77zjwH8YwB9Ty5vNBtQUZh/yJrXEACoVCpUm01i63EcR7xbsAeLmjqp0wFPUJxfqVSgEcl35vali/i9f33sX9HQ0wk6EdEKnaaQudk5/OW9N4itx5LXUC6awEtPPU9kraNIpVIQCTeGsKSpM9ut2EiS96jrsb+/D53DQrTDb5jrj+S1p9ZooHPasLe3h8VFsi8CnU4HuWKBeAaWpbm5PTQGHfKEX0CpB2Ecx2kB/CqAnwHwHwEYAITf/esMuvYoP4QkSf8KwL8CgFu3bvUVHbRbbagozD9kzWsIAHiVCq02Ocd3nuepdc+wqKnrSBJUBMc0VatVqCkEYazpIoBuEFaiFIRNTk6ikS+hUatDS+B8suI1JEkSitEkZmdnqe0RTyaIB2EsaeoEnQ6NTguVSgUGCmX/ncAujB6yon9Wrj8AMLod2A0EiAdhxWIRakFL9H4KsDc3FwAEow6ZESxH/s8AfleSpJ6IpASgp7o1kjyGdqcDnmCJiWV4FY92p0NsPZVKBalNbj3m6XTIB2FnRo8ooFKtUgna1Wo1zs/OIxGmV3ZSgkImC7OoozozMpqIw0hwgDJrdF3Lux2SNNgM7MLhG8/OUgBw+NzYCOwQX7c3s/ksoDeZkMqmia4pRxD2IQD/Lcdx3wJwA8DH0C1BAsB1AAFSG3U6nTNjOMpxfPf/LyG6mbCzE4RJHRDVztTrdai0Y9VsfCwqlQocz6NJsBx+kCvnLyIZDD/5gyNEbD+EK+cuUJ3PGk0mYBrjIAwABLMR6TTZhyDQfXbsBvfHPAjzYDe4T/S5AXQn1dAYF8giokGHbJFsZzj1IEySpJckSfqAJEkfAHAf3UDs73Mc938C+BSAL5Pa6yx1+EkS2TFDKpUKnTOUCZMIZ8IajQZ4zdkIwoCueSYtke/iuXMohhNU1laKXDiOyxfoWUdIkoR4MgmzdTwHKPcQzEYkkuRnSKbTaXCCZqzNvgVRBK/TEs8klstlqGRuSFIKUadDqVQiuqasT413AzFwHPcBAB8G8M8lSSKmcuM4jkqJhElhOWFxqlqthkRpJAhL4t73aLehJtjE0Wg0wFNoCunL7PEESBk+HobX0AvCPB4PBPAoZHMwDzmLjoVrr9VsohRLYWFhYah1TqJYLAJqnnh3Lgvn7yAmmwXROPkAPR6PQ28nn0VkRZjfQ2/rDqF2u93E1iyXy1CL5IMwFoX5gk6HQnmEg7AekiRl8YMOSWKoKJXUWBSWSx0JKoLlNJVKRTxN3YMlcW+PDuFMWLPZBKcmn1hmxezxMCq1mlo5kuM43Lh8Bbu7+0MHYSxce4lQBAtTM9SGdgPd2X0iYcdygI3zdxCjxYzYSoD4upFYlMrYHZaE+QAg2iyIxKK4evUqsTVLlTKVznAWhfnad2c2k0yCjJWhjFarRatJrmOQZVqtJrQEheBqtRodGYbjsoLU7hDNhLXbbWBM/ZmOglfxVIcpX714GbngeIjz47tB3LhM7qF3FLlcDpozII42mE1IpdPEKx6hWBRmp43omixidlgRIuy1Vm80iN5LWUalUgEcR/TeN1ZPDUGrRYvS2zlrtBotiFpybx8ajQadVpvqkFeW6LTaREdPNFstoplJ1uEoB2Hz8/OoprJo1OrU9pADSZKQD8Vw6SLdUUKZbBZa0/gHYVpBQLPTRo2gUTUAJNOpM2E2arSYkUiT1YTV6nWi3mqswxOuAoxV+CoKApUgjLVBokBXZ2ISyAVhPM+/13FJ2u+FRV0T6UxYq90Cd5aCMI5uEKbVanF5YRHRvX3MXKDnMk+bTCIJm85Ideg0AKSyGeiM5L2zWDOq5jgOgtGAQqEAHaH5opIkIZnJ4JyZfBD2s9deRHnAOasGsxn//uHgRsNHYTSbkXw3k0iqnNZoNaFSk38BYPG5CwAqtQrNZpPY9TdWQZhep0ejTl4szKJhZrNeh15H9sLXajRoN1vEgzAWdU2ddotoJgw4M+4oXThQz5reuLKEv7j3+kgHYdGdfTy9dI2qNQUA5Ap56KbIB3osGlVrdAKKxSI8HjJ2EvV6Ha1Om4g58GFIB1HDohUFtCGhVqsRCyIAULn5sfjc7UHy9zwbJD7xAAAgAElEQVRWr+5mgwG1SlXpw5CFerUGs5GsEFer1aDVOhuaOtLlyB9BnosXL6IQiaM9wtdkdi+Mq5ev0N+nkIfOQPChyjBqvUjUJqBcLkOjG19risNodF1xOSn4M2QNBZB/+RyvIMxoRr1KVivAKs1aAyYj2RElWo12pB94p6HdIp8J+xFkMRqNmPNPIT6ixq3FXB6aloSJiQn6e5VKEEhmNhhGJQpEgzBac19ZRSMKKJfJjR3jOQ4dSnOHmUQimwkbq3KkxWRCg8K4E5aGAPdo1+rE56eJgoBWg7ymjkVNWKfZItpdCoDKjYhFjzoAxG9Ex/HU1Wv4+sZ9+OdmqO9FmuDWLm5dvU50MsNxVKpVaAlqRHuweP2ptRpUa+QqHpVKhZrZ6DC6JmqaJq0W1Sq586fRaKi8vLOmR+zRJixlGasgzGq1orlBvhzJmtcLADTLVVgsZM0FRa2AJgUDThY1Ya0mWYsPjUoNiYLPGosedQD5iQPHceXyZfzZX30FnU5HlmCGJNm9MK791PPU9+l0Omg0G8SNWgE2rz+toEWZoOyk1WqBV9G5tljUNfHvCstJYdDp0axliK3Xg0U9YqfTgdRqE312jNZd7QlYLBY0y2ejHFkvlYkHYTpRPBMWH5IkoUP4h6RW0wnCWIVGF+1R2Gw2+OwOpCIx6nuRpFIsQSpWMTs7S32vRqMBlVotS2aSBTRaLSoEM2GtVgscpSCMRTierM+VTtShUR9tK5l+aTYaEAXxR8L847BYLKiVyNW6WaXdaqFVb8BIWJivE0UqmTDWaDVb0Gq0RDMrKpUK0hnSRUhteYIwALh97QbC2wFZ9iJFaHsXN68syXKO2u32GQsieHQ65IKIdrt9tuxleLL2MkaDAe36+L+8A92GOCNhGdBYlSMtFgvatTpazSZR8zjW/EpK+QKcNgfx8oxe1CFNIQhj7fw163XoCI+Q6Zndkoa12X095GxsuHrlKv7ib745kLeRUrqSdCCMn/zIxwfe9zRIkgQOdLJgLOpheZ5Di2DWmed5anYrLGrCJEki+uywWCxoVchXoFh7bgDdDLfdSnaywlgFYTzPw2Wzo5grwOYi55nDWl2/kM3BR3AAaw+DTodGuUh8XdbOX6Neh55CEEZjADprs/t6dGQMwpxOJxwGEzLxBBze03lDKaErqVeraGTyVAd2H6TT6YBSDMakHhYcRzRoUqvVkNp0pASs3fsA8llss9mMRpmc5UUPFs9dpViC22onuubY5WB9Hi+KuZzSh0GVYjaHCTcZo8KD6HV6tCiY3bJGs9GETiTbzk8rE8YqcvqscRyH20vXR6YkGdoO4NqFy7Kdn24p/AzpEdsdaAgGEWdNzyl1yE4LsVgsqBVLZ2LkXblQgstONhM2dkHYpNeHQiqr9GFQpZItwOvxEl9Xr9ejfQYGoDdq5Ov6giCgcwbOHdAtZ7Rb5C0+TuLqlavI7kVG4kafCoRwc+mabPtptVq0z9ALAOlrTxAEtClY87BKu9GESLASoNfrIWq0qFLIhrFGPV+Eh3ACZKzKkQAw4fPjtc3HRNf89K1XkEulB/6+1enAF77/DWLHU8vk4fWSD8J0Oh06FDJhrHkNNWp1uPRkmxoEQUCbQmcpi145rUaTeGPDk/D5fNBDhUImC4uDbDmAJM16A5V4GouL8o1a6mVyaNh4sHj9NRtNiFpyL1F6vR6tGp0KwDD3Ploef61aA3o9uZF3HMdh0utHIZOFnuD8UtaeuwBQzRbgJiwFGrsgzOfzoZImW44k/Q85DK1mE41ihfiFAHSDsFaNfCDBmtdQvVqDUU82pSyKIloUOoRY9Mpp1OvQy+zOznEcnr56HWvbAaaDsOh+EBfnzxHNNDwJjuOgF3Vo1uvEXfOZvP5qdRgs5IIIg8GAJqVJK6zd+wCgUa0RDcIAYMrrx0YyDe/0JLE1WXruAt0MbKNUhsNBdkbr2JUjbTYb0GyjTtARmCXy6Qy8bjeV1ne9Xo/WGfB7adRqMBMe+SSKItpnwN4DABr1BnFNXT8sXbmCzB7bI4wSu0HcuHxV9n0tZgsqpfEvBwHdaSEWs5nYel0ZRvNMjGxrt1roNJvEp63MTE2hNOYyoGwyjQmPl6ieDhjDIIzjOMxPzyAdSyh9KFRIReM4PzNPZW29Xo9mbfyDsHad/E2od+5GQbM0LPValfjw+H6YmZkBynVUGPUCbLfbKIRiuHTpkux72ywWVAnOA2SZZqUGk4ncSxTP83BYbSgXyc2jZJVysQSbxUq8bD05OYlyYvDS4SiQisSwSOHZO3blSABYnJ3DW9EAsXlzLGmaivE05u7QedPupeUH8WM6CdZ0JS0KczfVajU0ag1ajSbR8TGsnTugW84wET5//aBSqXD90hWEdwJYvHZF9v2fRDISxZTbRzRA6BeH1YowhSCCRa+mRrkCM8FMGAA47Q6U8gWYbVai6w7z+6Xx2y3lC3A7nETXBACHwwF1p2vhoDeReUH7uRc+ikQoMvD33ZN+/NFrXyFyLABQSqQxf/c6sfV6jGUQNjM1jW8vv0NsPZbq+uVkBpOT5OruB1Gr1dBqtGjU6xAIalpY05U0qzXiQRjQdY6uVatEgzDWzh0A1CpV+AzyZ8IA4NrlK1j59l8CDAZhsd0gXry6pMjefrcX67uDB0vHwZpXU6fTQS1fJK7L8bs82Mzk4J+dJroua7/fYjaHBSd5PTHHcTg/v4B4KIK5S+eJrEkygBoWSZJQiKW62XjCjF05EgCmpqZQSmaIjmZggVK+AC144jegg1jNZtTGvNWYdDmjh9U0/ucO6AZhNgvZjEG/nDt3DpV4Gk3GLAUkSUJ+P4qLFy4qsr/b7UYjT95omTXKhSKsZgtxe5QJnw+VbJ7omixSzuQx6fdTWfvq+YtIB6NU1laaTCIJp8lCfF4zMKZBmE6nw4Tbg8yY6cISoQguLSxSHdRrMZtRrYxvICFJEhrVGvG5mwBgtVjG+tz1aFVqMCtQcgO6DRDnpmcRD7Il0C9mc9Dzang85E2U+8Hlcp2JICKfymCCgkeix+NBLVsgvi5r1HIFatfo4uIiipH4WOpi43shXL90mcraYxmEAcDlc+eHqiezSDYSx4WFc1T3sJutqI5xl1WjXoeo0VJxM++eu/EXR7dqdUV0Tz2uX76KRCCo2P5HEd7dx83LS1RfkE7CarVCAw6VMReXZ+IJnJuZJb6ux+NBNVcYu+rJQTqdDhWfqx42mw12gxmZRJLK+kqSC8Vw8fwFKmuPpSYMABYXzuH1rzwishYLQ2wlSUIxlsL8T9PpjOzhsNoQKpJNKf/Gz39m6CHUv/KHnydyLJVCCVZKpTS71YraPtlzx8K1d5hGqaJoEHZ+cRFf/MZfEm8gGYZcMIrLP/6MYvtzHIdzM3NIxeKYJiSMBthqSgKASjKLmTvkdTmCIMDjcCKXSsPhIReksDTAO5dKw213UPWwu7V0Dfe2AkTOISv3vkqpjHa+jNnZ2aHXOoqxDcJmZ2dRTeXRrDeGFkqzMMS2kMnCqNFS1YMBgM1qRT26Q3RNUgEUCSqlEhxWOkGY1WpFc4WsPx0L195BJElCvVSBldI57Aen0wmTVkA+nYHVSff30A/NegPVVA5zc3OKHsfi7Dy+s7eG6UVyg8NZakpqt9sop7KYmJigsv7izBz2onGiQRhLjQ2pSAznZ+m+xC9dXcJf/9vvQbp7e+gXJFbufeHtXdy8skTcH6zH2JYjtVotFmdmER+TkmQ0EMT1C1eov/lbLBY0y+NpdAt032ocVrJu+T3G/dwB3XKumlfJ6gh/GI7jcP3CFUT3Qoodw0HioQgWZ2ZlnaV5FPNzcyhFx0sHe5B0NI5Jt5fatbcwO4dCLEVlbRYoxNOYp1DKPYjf74dBpUEulaG6j5ykdoK4QbHreWyDMABYungZCUZu1MOSC8dx6QKdmvRBrFYrGmPc4Vctlqj45ADdc1ctjLcmp1wowmGzKV4GvHThAvLhuKLH0CMZDGPpIh3R7mmYmJgAag1mzWyHJbYXwvVL9KxJZmdnUYwlx1JYLkkSitEE9Wwtx3G4e/MWguubVPeRi3KhiHa+THUW7NiWIwHg4oUL+A/f/NrQ2hGlDQub9QaqySwWFsiVGY7DarWiVigR1duwpCtpFCvd0VYUMJlM4NodIiXwHizp6QCglMvD66Ij7D0Ns7OzKCfSaDWbUFNosjgNxUgCix+h2zDTDzzPY+n8JUQD+1i4Ssa1nyWz4EI4hgsvvEpkraOw2Wyw6IxEy9zD6JpI6jkLmSzMOj21e99Bbt64ia/9wevo3B1uoDwLmrC99S3cuf4UtVIkMOZBmNPphE00IJtMwe52DbyO0nX96N4+Ls4vyFLuEEURglqDRq1GbBgwS7qSBkU9E8dx8DidKObzQ11vB2FJTwcAhWweC046PkOnQRRFzE5MIhWNEx0afFpK+QLUbUkxa4rDLF26jD99/evEgjBWzEZL+QK4WpOaUXWPK+fPY3c/TCwIY0XXFNsP4co5+pUUoOtZ57M6EQ+G4ZuZGngdpc+dJElIbe3hZ//eP6S6z1iXIzmOw1NXlxDZ2VP6UIYiEQjLOhTY7XSimBtPz5xaoQi73U5tfa/LjWI2R219pWkUy3C7yASYw3L1/EUkFPYLiwfDuHLuguLl2R4XLlxAJZZGY8xmwAa3dnF76QbxmYeHuXLhEnKh8TMczQajuHJRvpmmz99+BqHVLdn2o0EqGodZLWBqavBAsh/GOggDgKuXryC7P7ri/O5Q4CguXpTPidvrdKOYGz/jx3qtBjV46PV6antMeLwopMc3CKvlinAxEoSdm19AIaKsED0biePiOXp6kdMiiiKuLp5HeCeg9KEQJbMbxM1r5Of2HWZ+fh7VZI65iQzD0Gw0UUlkZJGz9Lh54wYq0SRqI2xevb+8jg88e5f6C9ZYlyOB7ggjTaODYi4Pk3WwkQNK6iLiwTCmvX7iA2tPwutyYT+5T2w9VnRNpVwebqeT6o/K6/GitvGY2HqP3nhr6HO39NxtIsciSRIquTwzQdjk5CSahTIatTq0onDkZ2iev67YOYn5T9Jt+z8tt288hT/+1l9i7vLw5ScWNGHFXB58tUnNp+kggiB0u+r3Q5g8N7yInQWfsPh+CIszcxCEo38jNBBFEc8s3cDuygYu3box0BpKarHrtRqKwRie+tmnBt6/X8Y+CON5HreuXsfG1i4uD3gxKKmLiO3s4ceu3ZR1T5fThfrWMrH1WNE1FTI5+Fx0tTtutxtVglnEpeduEwuihqVcKMKsNypqT3EQtVqNhelZJCNRTMzPHvkZmuevmMvDqBFkETufhosXL6L1xT9FpViCfkjjVhY0YYHldTz/9G3qpcgeT129hv/88G+JBGFK64kBILazj48uyX8Pee6ZO3jzC3+Ei09fH+jFV8lzt7uygacuL8FgMFDfa+zLkQBwfWkJmV22xpz0Q7vdRm4viiuX5W1/d7lcqI+h1UIxm8OE10d1D4fDgValNlbljB65ZBpTPuVF+Qe5fG4RqXBMkb0ToQgunTvPjB6sh0ajwbM3nkZgdV3pQxmaTqeD1NYebj99S7Y9L126hEIoNhYjjHpylssyP0OAbqbab3EgsjtammxJkhBf2cSLz92VZb8zEYTNzs5CVWuNnM4pHgxj2uOV/U3b6XSimi+OnV9OPU9fVK5SqTDh8SGXHD/Tx2wiiflp8iNjhmFudg6luDLnOhdNUJ/lOijP3LqFxEZg5H/D0cA+pl1eavMOj8JsNmPG52duSPwgKCFn6cFxHF55/kUEH4/Wy0A0sA+v2UFdkN9j7MuRQLck+cy1m1jf2MblZ05f41XKryS6FcCHr9OvSR9Gq9XCajShlC8MrKM7iNI+az2qMumZFqZmsBVPwjUxfNaNBU1Oj0o6h8mbdEbGDMrExATq2SKajSY02h/2C6OpCSvF05iZYSso7eH3+zFhdSAa2Id/js1j7Ifg43X8Fy98SPZ9b1+7ib9auQf/7PRQ6wyjhyWhhY1u7uLD158eao1hWFpawp9++UtdnzL76ZIJP/fCR5EYYuKNe9KPP3rtK6f+3v7jdXzy+Vdky3CfiSAMAG5ev47X//jfAgMEYUr4lbRbLeT3I1j6u5+Wd+N3mfJPIJdKEwnCWNBFtJpNNMtV6rM3AWBmagr3771GZC0WNDlAN0VfTuXg97NVjtRoNJidmkIqGjvSk4iWJqxcKEIAT9XuZBg4jsMH776IP33tr0c2CCtkc+jky1haojcy5jiuLS3hT7/6n9ButaAawqhTST1su9VCPhjD0qfkszc6jFqtxivPvYDvPljBzQ8+f6rvDhJADUs+nQHyFVy7dk22Pc9EORIApqenoYcK2WRa6UPpi0hgH+cmZxRJIwPAlNePfCqryN40yGey8LncUKlU1PeanJxEJTk+5w7ommWaBFGx6/EkLswuIB2Rd4RRMhLD+bl55vRgB7l69SqkfBmFEfWt2364gg888xxVt/LjMJlMOD89i0iAXJe43EQDQZybnFb8N/vsnTvI74ZQr7I/V3f7/jJeee4FWa+5MxOEcRyH5248jeDGaBjIxTYDuHNTuTSy3+dDLTtaGrqT6IrK5XFWd7lc4BotVMdoBmcyHMX5Ofl8hk7D3Owsykl5BwZnowkszrJlTXEYjUaDD965i+375Dqd5aJRqyO3E8Szd55V7Bju3Hwa0Y3Bx60pTWRjR9FnSA+j0Yg7125i+/Gq0odyIrVKBYW9KJ69c0fWfc9MORLozrT6qz/8LqS7z5zqDVZun6tGrY5SJIkrV+gNq30SPp8PZUKmoyzMACukMnhmkb7ZI9AN+Bfn5pGKxjB1brgHNSt6ulw8iTuXlL+hH8XU1BRKiTQ6neFm1Z2GcjKNmQ+xX+Z77tnn8NXf+jbqz1YHGkOmlCZx+/Eqbl+5DotleDnEoFy5cgX/z5e+iHp1sHOnJPVaDZVoClevKleKPMjLL7yI7/3B7+DCzWt9l3fl9kjcfrSK524+JYstxUHOVBDm8XjgNlmRCEXgmepfYCx3XT+4tYPrFy5Bp+AP3263Q6o3TzTC7BelZ4ABQD1TgM9H157iIBfmz+Hbu8tDB2Es6OkAoBRLYfajs0ofxpHo9Xo4LTbk01nYXPQ1f816A41CGV6vl/pew2IymfDcjaew/WgFl585fRCthCax3W4jtrKFv/9zvyjrvocRRRFPXV7C3voWzt+QX5c2DPvrW7h5eYkZTz+Px4OLU7PYW9/C/JX+pr/I6ZHYajaRWN3Gf/NLn5Flv4OcmXJkj+dv3UFofVvpwziR+OYu7sjoi3MUPM9jyu9HJplU9DhI0Ol0UM7kZH1oLszPo6jwSB1SlAtFpoZUH8Xi3BxSUXn8wtKJBGb8k4polQbhAy+8hPjKNlrN0fCu21vbxPmJaVlfmo7jztO3kNgMKH0Ypya+sYs7T7OVuf6xlz6A0MM1Jm1TAmubuDJ3TpFpIGcuCLt+7Rry+xFmb0ilfAFSsYrFReXn0Z2bnkUmPvpBWCGThcNikzWz6PP5gFpzLHRh8WAYlxfYMyU9yMLMHAoy+YWlowkszg7vpi4XLpcL1xYuYGeZfb8mSZIQfLCKj3zwx5Q+FADdWZJCUxqZhi4AyCbTEJqSrLMi+2F+fh4unQlRxpodJElC5NE6XnnxZUX2H41XOYKYTCZcmjuH4NYu5i6d7+s7ctam99Y28ez1p2Xp4nsSM1PTeOv1zaHXUdrrKh1LYGF6duDvDwLP87i8eB6xveBQM/xYmLuZCcfw/E153KMHZXJyEuW/lqcjtZLMYvYyG6Ok+uXDH3wF/8e/+QMsLF061b1F7t9uaHsXkxaHLHMi+4Hnebx4+1l8b3UDNtdzp/6+Ej5h+2ubePH2s7LpI/uF4zi8+vIH8Sff/lpftilyPXfDO3vwmW2KXXNnLggDgLu3nsG//+ZX+g7C5KpNS5KE1NYenvmHH6G+Vz9MTEygRKDrTGmvq3w8hTuX5De9vXrhEr507/WhgjCl5252Oh0UQnEsfkr5zOxJuN1udCp1IhrGk5AkCaVkGpOT8nTakmJiYgLnJ6axt7bZtyYHkPe3K0kSAm8v4x997JNMZV1vPf00/vO/+Cbad2+f2jNM7t9vu9VC+v9v77zD67yqfP0uSZaLii3Zlq0uWbbkIlmyJVlyi51CgFBCIIRAKKFe2tBngBm4lIFLZoYeaug1gYQEEkIJTGJSIY0k7kVW771YxbK07h/7U3wsH0lHR6ef/T5PnlhHX9na5ytrr/Vba51qoPyqawN6Xk8pKSnhzj/+np6OTlLTZg/9Beq9W//sEW644iVBu+ZCy1QOEEVFRZzrGWR4MLT6I3a1tLFyaVJIaCEAUlJSiJcYzgwMBnsoC+JMZw85OQurfO0NhYWFDLa0Mzk5GfBz+4rutg7Wpq4MapaaJ8TExJCblUV3u391eGcGBlkaFx/02kve8KLLrqDxmSMhez221jeyKn4ZRUXeL1r8QUpKCkW5+TTVhH65iqaaWgqzckK2iHBsbCwv2LuP0yFSNqW7rZ0lZyeDWokgKo2wRYsWUVW6nbqjJ4I9lAtoOHqSPZXzK5/hT0SEDXnrAiZ49gdnR8eYODMalEy25ORk0leupqslfOevtbaBsk2hkeY+FxsCoGHsae+gICc3ZO7R+ZCbm0vuyjU0ngy9xCRV5fSTB3nxZVeE5NzurdpJy9HQrzHZcvQUe6tDWzpQWVHJcEtnSDhBTj9zhBfs3R/U0G1UhiPBNLh99CffQyu3zXnTB6LO1fjZcfobWtj2mhu9Po8/KMxbx/01B8kt8j4cFUxdU1drG/nZOUHT2JWXlPLo6ZOkZXnX7ifYNdb66pvZcsmLvN4/kORk5/Do3y4sCOlrTVNvexdbckLLU+MpIsKLL38B373jl+QUrg8pY6e9qZlk4oLqkZiNoqIi9K7bGejtIzllhcf7LeT+ne+9O9jXjw6OsHGj5+HmYLBkyRL2lldx8LkjbN29Y8bt/K0JOzMwyGhbFxU3BjeLNGqNsMzMTFKXJtHV0jZno+VA1LlqPFlDcUEhiYmJ/j3RPMnPz+fMowcWdIxg6pq6WtqoXh88PVPx5i3c+/ABdK969dILZo21/u4elhJLZmZoNe2eiczMTM5Ma7Xla03TSHcf2TvDSw/mSkFBAelJKTTV1C64hp0vOf3UQa677MqQE5NPERcXxyWV1Tx9+Dhb93heUT2Q92/toWPsragKi9Ipe3fv5sDXvsR45TYWxS9yu42/NWE1zx1m346dLF7sPw2pJ4TmFR8ARIS9O6poOLrw7D9f0H6ill2VgW2X4Anp6elMnBkNi75f7hhq66IgP3gvm7S0NFKXJtLTEX6lPppO1VJRUhZSHpPZWL58OfES47cwx+TkJGe6e0Ouifl8EBGuuvwF1D51KGTqNXW2tLF0TAPaNNkbqip30H2ynolz54I9lIuYOHeOrpP1VFXO7FkKJVJSUijdsJHaI8EpmzJ+dpyuE/Xs3hn80G3UGmEAZaVl9De0MH42uDXDBvv60aERCgs9y9YMJDExMRStK6C9qSXYQ5k342NnGesdDGomm4iwo7SMphOngzYGb+mpa6K0JHwqhYsI67Jz/aYLG+ztIzVpRVA7WfiCoqIiVi9OCJl6TTVPPcdVl10REmV5ZiM1NZXCnDwaT4WeQL+pppbC7FxWrvR/xwhfsX/PXloPnwjKYqD2yHG2FW1mxQrPQ8v+IqqNsKSkJIoLCoMuVK07coLd2ytD9iG0aX0h3Y2twR7GvGlvamF9bl7Q3fNlpWX01DaFjOfBE3o7u1kyKUHJKl0IBTm59PrJ69jd1sG67PCaD3eICC++7ApOh4A3rLu9g9jBUcrKyoI6Dk+5pHoXLUdCI3riSvPhk+zbuTvYw5gXOTk5rElMCfhiQFVpPXyCfbv3BPS8MxH6wWM/s6uyip/++Xez1s7xZ8HCyclJuk7VU/mOl3p9fH+zYf16fnvgL17vHyxxeWdjM/uLgp/Zl5aWxprkFXQ2t85boB+sQrdNJ2rYua0ibEKRU2RlZvHA4X/65dj9nd1UrA/tkJmnbNmyheT7/jhnH11/i6NPPfUcV+2/POgLJU8pKioi7rfj9HV1s2LV3F6nQAjz+7q6iRk+G3KlPeZCRLhi7yXc/vBf3RZv9dezr7W+kTWJK0JmgRkeV74fKSwsRH4zNmvWiz8LFrY1NJGZsiqk+/KlpaWxmBgG+/pJWjH/elHBEpcPtnSw4cr1gT+xG3Zur+CB4wfnbYQFo9CtqtJ9upFtl4XuwmAmMjIyONPVg6p3iRCzMdLdR+a+8EhSmIuYmBhefOkV3P7QX2c1wvwpju7v7mGyZ5DKiuD2yZ0PsbGx7KvaxaOHjrFt/9yep0A8++oOH2d/1a6QjaTMRnFxMb/6/W/dvlv89exrPHyca3bvD5kFZlSHI8HcVLvLK6k/EpyaYU3HTrF3R3VQzu0pIsLWjZtDRkPiCYN9/cRPSlDqg7mjrLSMvvrQ7VnqSntTM2uSVoT0wmAmkpKSSFi81OcFhicmJhju6Q+ZQsq+oLS0lMWj5+huaw/K+U8+dZAr9+5n0SL32XGhSmVFBb2nm4KuJQYjMO+paWRHZXi10Zpi0aJFXFJZzemDR+fe2AcM9Q8w3jUQUkkgUW+EAVSWV9BV0xDwStJjIyOcae6kJAzEzyWbNtMbRrqwltp6yjZtCZnVTnJyMpvyC2iqqQv2UOak6WgNe3ZUh8zczZd1Obn0+Lhy/kB3L2tSVwU9nd2XxMbG8sJ9l1Hzz0MBP/dQ/wDDLR1U7wi9jPC5WL58OaUbiqg/HnxtWMOJU5SsLwz5jhazsbOqmu5Tgck6NWU8doSU4R/14Ugw4bbslatpq290G5v2l6ap7tgpyreUhEW2VUFBAcO39TJ+dnzGui4zEQxdU29jGy+54iVen9MfTFi64eEAACAASURBVPUszdvoed2yQOvpxsfOMtjURunrQmelOF/WZefySNNxcgp9F4ru6egkPwJE+dMp376du//6JwZ6eklOTQnYeU89c4jLqnezZMmSgJ3Tl+yp3sX37rqNguJNsy5W/KkJU1Vajpzkpddc79XxQ4WUlBQ25q6j4eTpC/o5+/q9MTExQdfJOqreffWCxutrrBHmsLuiinv++ahbI8xfcf3Ok7Vc88rX+v7AfmDx4sUU5uXTWt9AzoaCee0baF3T2dExRjt7KSiY3zj9zcaNG5m463aG+gdIXO5Z78FA6+nqT5yitHATCQkJgTupj8nKzGTk2Sd8esyBjm6qg9AE3t/Ex8dzxa5LeOifBym//JKAnHNsZIS+003sueaGgJzPHxQUFJCgcfS0d7By7cxhe3/evz3tHSRqXMg957xhb9VOfn7fPRcYYb5+b7TU1pO/NpPVq2dvHB5obDjSoaSkhOGWLsZGRwNyvt6OLpZMCvn5+QE5ny8oLyml43RjsIcxJ8219WzZUEh8fHywh3IBcXFx7CnfQe3h4BQo9IS2YzXsrgptjeJcpKenM+SI833FcHdf2HQOmC/VVVUM1rcxcmY4IOerOXiE6q3bSEpKCsj5/IGIcOmu3dQdCt69XHfoOPt37gpb2YArRUVFyJkxBnp6597YS5qPnmJv1U6/Hd9brBHmsHTpUrZvLqb+WGDi/PXHTrKnvCpk23S4Y9OmTQw0t4VkxWhXOmsb2FYcmuG0qsoddJ2sY2JiIthDuYju9g6WTcaE/co6ISGB5QmJDPb1++R4E+fOMdo3EJaJCp6QkJDAnu2V1Dx3xO/nmjh3jvYjNezbs9fv5/I327dtZ7ChNWALd1fOjo4x0NBK+fbg9j30Fc8nyPmpg83w4BBnu/pDsjepDUe6UF1RyS133UZh2YVCeV83oJ6YmKCnppHyl7za62MGg8TERNZl5tBa30RWQZ7H+733ylcuqMp09vp8vnHfnR5tOz52lqHWrpBtYrt69Wry12TQUlvvUe++QOrp6g8d55KqnRGxss7Pyqa3o5P6YycXfO9mrMslfXVayHlWfcne3bt58Btf5VxFKXF+FC3XHz/Fxpx80tLS/HaOQJGQkED5lq3UHT1J0Tb3yVULuX9nu3drj56gfHNJWMsGplO+bTt/veUxJndWEBMT49MadXXHTlJVti2kBPlTWCPMhfz8fBaP60WF+HzdgLq1toF1GVmkpqb69LiBoKpsO/c+8/d5GWGeGlC+oOl0HcXrC0M62WHfzt3cduBPHhlhgdLTnR0do7++hcrr3uT3cwWC/OxcHmo4Rune6gXXuTr53GHysy/WikYSq1atYkt+AfXHT1FQvMkv51BVmg+d4O3XvMYvxw8Gu3ZU8c3bfkJhWbHbxYs/7l9Vpf3YKa69PjLu1SnWrFlDxoqVdDS1sDYny2c16lSVrlP1vPZ1Ny58kH4gfGJhASAmJoY9FTv85hKdovl4DbsrwqPR6nS2bNnCYHN7SNTIcUfHqXp2bAttF/3mzZthYMSv+of5MrWyTkxMDPZQfEJWZibDXb6Z34HObnIzg9d/NFDs27WH1iMn/dbKqKuljeTYeNavD40Cyr4gNzeXlPgEOpsDV76nq6WNlPhl5OZG3sJgV8UOmo/7to1gb2cXiTHxZGdn+/S4vsIaYdPYvm07PX6sGTY2MsJoR09IxqY9ISEhgc3r1tNUE3pNbEeHhxnp7An59h1xcXHsr9rJ6UPHgj0UwFlZHz3FnurQE616S3p6OsPdfT4xKEa7+yNWlO/K+vXrSZRFdLW0+eX4dQePcdmuvRER7p5CRNhXvYuGABb7rj98gn3VuyNqHqcoKS6mr6HVp7rjxuM17NxWHrLzZcOR01i1ahXZaWtpa2giI8/UBfKlLqf++CnKt2wN66KP1eWV3PrAHy9IJ54Nf/efm6Lu2CkqS8rCQruzo3IHf/zK3xivrpi17log5q69sZnVy5JDppeaL1i2bBkpSckM9PSyfKX3Yf+Jc+cY6x+KWFG+KyLCZbv2ct/hJ1mdaToD+OrZN3JmmOHWTra/aZuvhhsybCsr484//4Gx0VEW+7nu2djoKENNbWy7ITwans+XpKQkCnPyaKlr8EiuMReqSk9tI2VXvsIHo/MP1ghzw67tlfzh2X88b4T5Mq7feaqeq6++zifHChZFRUWc+82vOTMwSELy3Gnm/uw/50rnyTqufXV41B5asWIFZYWbqDt2gg1bZ/aKBmLu6p87yit27wvZlaK3rMvOoaeja0FGWF9XN2tXrw5JQa8/mG5Q+OrZV3f0BFWl28K2OOtsLFu2jPItJbMK9H1F3dGTbN9cwrJly/x6nmCyo2w7dz/1sE+MsK6WNtKSVoR0IogNR7qhpKTE6J7Gzvr0uAM9vcSNTbBu3cIvrmCyaNEiqsvKqTsanH6b7ujt6GKZxpCXlxfsoXjMJbt203L4hN80OJ4w1D/Aue7Q6qXmK/Kzc+nr6F7QMXraOynIyfPNgMKAZcuWUVG8lVofhtdUlY7jp9lZGX4tijxlZ+UO2o/X+PVePj+P4akn9pRNmzYx2Nzhkz67LafrqSwNbe+rNcLcsGzZMorXF9J46rRPj1t/7BQ7t5WHVW2wmdhRUUHnybqgGhCu1B0+zt4w63eYl5fHqiWJtDc1B20Mpw8eZW9lVViEcOdLRkYGI90LE+cPdvaQmxWagl5/sbNyBx0nTvvs3m5vambVsqSI1tXl5eWRJPE+71nqSk9HJ4myKKwKfHtDQkICG3LyaKtvWtBxVJW+umaKN4e2/tqGI2egansFv7z/D6zbstEnupzi6gq6Tzew/S1X+XCUwSMjI4O1SSm0NTSRnjv7S8rXddamM352nN7aJiqueZ3X5wgGIsLluy/hd088xNps99l3/tSEjZ8dp+tkHbvef63Xxw9lMjIyGO7pY3Jy0uuFz0hPPxkZGT4eWWiTm5tLosTT29lFatrCW7w0H6vhisrwWiDNFxFhb1U1Dx45ckEbI1/WCWs4cpI9O6oieh6nKC8p5Vu3/4Kz57z3huUWrWf54mUhHYoEa4TNSGFhIWdvv43hoTM+0eV0trSxcmkia9eu9dEIg8tUVtA9Tz8ypxHm6zpr02k4cYrigg0sX77cr+fxB6Wlpfzmj7+fsZ+kPzVh9cdPsrWgkJSUwDVuDiRLlixhZXIKg719XunCzo2PR40o3xURYU/FDh49emLBRtj42XH6G1spu77UR6MLXcq3befu+//CufHx5wve+kpTN3HuHL21TZSH2ULTWzZu3EhqQhL7b3y11wuoQ39/ktL89JA3WsM/LuYnFi1aRHnxVhpP+qZmSfPJ01Rvrwj5C2I+lJaWMtrew/DQmaCOo/XoKfZW7wrqGLwlPj6eS3ZUB6RljCuqSsuhE+zbHf7tY2YjPyubnvZOr/bt6+ohPS2NuLjoW6tuKyuj53TTgttrNdXUsmXdhoipPzcbycnJbMxbR/PpOp8fu6mmlo1568JyoekNy5cvJ33lKrpb270+Rn9jG5s3+qfwsC+xRtgslJeW0e2DhtWTk5P01jZRWhJZ4ufFixezq6wiqPWuutvaWTYZE9YFIHdWVdN9qj6gBXDbm5pJXZwQ8fqS/Owc+rt6vNq3p72DdRFeKX8mUlNTyVmzlvbGhekVO2pCv3iyL6neXkHrcd/XUGw9UUv19gqfHzeU2ba5hNa6Bq/2HR46g54ZDdkCra5E3xJvHqxbtw49M8oT//s3Ti7AU5FVkEd6yipWrlw598Zhxu6dO3noOzczUVlGbGys22382Tuy9rljXLFrT1gnO6SkpLC1oJD64ydZX7L5gt/5SxPWcPA4L9sdWYUz3dHQ0MB9v7iDI089M+99W0/X89qXXO2HUYUHO0q38727fsXYuHdZ4hPnzsHACEVve6+PRxa6bN68mbN33cHw0BmWJSYs6P6duneHh85wtqvfdNqIIh5+6CF+9LOfkpw2//fm6JlhqsrKZ3wnhRLWCJuF2NhYKkpKqZ0c5nUffJfXx/nnA49QVRDaGRrekpaWRkF6Fk2nTpNbtMHtNv7qHTk6PMxQUzvlN4T/Snvf7r18+9c/p6B40wWGkT80YUP9A4x19FBWFpkFH1255ppr+MfR57jsLdfP21B/5Nf38NKXvtRPIwt9SoqLSfnz79n3xjcR60VItubQUVL6xsO6MPV8WbRoEZUlpdQfr2Fj+Vaf3L8Nx2uoKCmNmlp1U3zqU59iRCapuO4lLE2YX120J//0AK/YcYmfRuZb/O4+EJHlIvJHEblPRO4SkXgR+YGIPCYin/D3+RdKWfFWeuq8D0mqKn31zWwJ8TTZhXDZnktoPHg84OetOXiUndu2R0Thwvz8fFLilwWkB93pQ0e5pLI6IstSTGfp0qWkJi1nqK9/XvtFU6X8mUhOTiY3PZP2phav9u+qa2L71sgX5E+nYtt2uk7X++x4Xafrqdy23WfHCxdiYmLYsqGQtvr5vX8nJycZaOmgoKDATyPzLYGI4dwAfFlVrwTagOuBWFXdCawTEffukxAhPz+fycERr8XnXS1trFmRGpGhyCmKiopYNiF0t3kvopwvExMTdBw7zd6duwN2Tn8iIly6aw91ftbXTZw7R9eJenZWVfv1PKFEXlY2PR1d89qnr7uHtatXR6Uo35Xy4lLaa+e/CB0/O85wezcbNoT0490v5OXlsejsJAM9C28gP9DTy6Kzk2FVhNqXbC7cSHfT/HqZ9nZ2sXp5CsnJF2ebhyJ+N8JU9Vuq+hfnx9XA64FfOz/fB+zx9xgWQmxsLGWbi2nysnBry+l6KrZGdtgnJiaGy3fv5fSzgcvwazhRw4bMnIjyVGwrK2O0rduv2aYNJ2rYmJsf0YuC6eRl5dDfOb/K+b0dXeRFWZFWd2zauJH+xtZ5F25ta2hkQ25+RLYpmouYmBiqy7bTeHLhxb4bT55mx9ZtYa15XQj5+fkMtXfN6/rraGph83rP+hqHAgFb5onITiAFqAOmUm56ALd+VhF5B/AOIOiNhUu3FHPof++Fsvn1BTOhyBa2XPFyP40sdKgor+B3f/0zw4NDLEu6MB3d1+JyVaXp4HHe+vLIKjK6ZMkSdpVVcPzwMbZUGZ2bL5vHAzQfOcmbX/LKBY81nMjMyGDkmX/Ma5/Bzh5yN0VfCGg6q1atImVp4rwLt3bUNfGiLdGVzedKaclW/vaLH/G7Q0cWVKw1ZVkS2264wsejCw8OHDjAAw88wOMPPUhdcyPxHmoLm0+cpjivgBXJyezfv9+/g/QBATHCRCQVuBl4FfAhYKnzq0Rm8Map6i3ALQAVFRVB7Y1TUFDAyG19jI+dZdFiz3U0/d09JMQtiihvzUwsWbKEveVVHHzuMFt3X9gjztfi8s7mVpbHLKKwMHxWO56ys6qKh7//LSYrzerXl83jezu7WXx2MiLnbTbWrl3LcHcvqupxNuhwT1/UVcqfibLNWzhc1+ixEaaqDDS3U3hNdF1nrmRlZbFMYtl69VVe3799Xd2cvO8RsrLcd9OIdPbv38/+/fsp/NWv6EyEguK5a35NTk7ywI9+zec/+h8kJCQEYJQLJxDC/HjgduDjqloPPMX5EGQpxjMW0ixevJiN6wpobZifNqKltoHtm7dGfBmAKfbs2kXXiTq/17uqfe4Il+/ZF5HzunbtWrJXrqGl1rv6OLNRd+gY+6p2RV1oIzExkYTFSzkzMOjR9pOTk4z0DkTF4skTNhYW0d/sud6zr6uHFUsTSU2df5eCSEFEqCwpo7mmzutjNNfUsaN0W0Q+5+bDhvx8+ts8K7jc39XD6uUrwsYAg8AI89+KCTn+h4gcAAR4g4h8GbgOuDcAY1gwpZu20Fk3v4aifY2tbNkU+hV7fUVqaiql6zdSd+yE384x1D/AeGc/27dt89s5gs2+6l00Hz3p02NO9desrIjOEFFORiZ9HhZtHeztY+XylKgqrTAbubm5jHb3Mz7mWb2w1vpGthZFz3NvJkq2FNNT732x2576Zkq2FPtwROFJTk4OZzo9u3e7WtvYkB8eWZFT+D0cqarfBr7t+pmI3A28APhvVZ1f7niQKCws5Fd/usfjkMbZ0THGegfIzY2uitv79+zlm7f+hPUlm5+fJ1/qmk49e5j9VTsjurzCli1buPXuO93q67yl8WQNxQUbwiZjyNfkZWbzVGcTWQV5c27b29lNbmam/wcVJixatIh1Obl0trSSkT/382ywrZPCS6PT2HclOzubuLGJGfvCzsZQ/wBxYxNhUfHdXxw4cIADBw6gqjx84AHqmhqIjZu9VlpLTR0bM3I48tzB58OZoU5Q8q9VtZfzGZJhQUpKCinLkujr7CYlbdWc27c1NrFx3fqoK7CXm5vLmsQUWusann9g+0rXND52lt6aBna9/PoFHyuUiY+Pp7q0nJNHT7B5h2/E4W0nTvPGF0Zv9feM9HQePnXYo237u7opzoxePZM7Nq/fwGPNp+Y0wiYmJhhq74rakgquxMTEsL24hNqaOjZun1/LuubTdWzbXBx10gFXXI2oNT/IIrZg7ZzX34O/uIt/fdu7SEtLC8AIfUP0fsNesHXjZlobPAtJdjW2UBKFLnkR4fI9e6l/7qjPj11z+BjbNxZHRRPbqspKOk/Wzbs0gDsGevuQobGoE+S7smbNGkZ6PXO6j/YOkpGe7ucRhRcF6woYbJu71lpvRxfpK1dHRAFlX1C8cTN9jfMvwNzb2EZJBBf4ni/rc/LomUMXNjY6io6Ns2rV3E6SUMIaYfOgaMMGBls9EwgOtXaxbt06P48oNCkpKUEGR+nv9q5xsjsmJydpP3qKfbtDuqycz8jIyGDl0iS6WuZXqNAd9UdPsru8Miz6qPmLlStXMjEy6pGuabinz4ryp5GZmclY7+CcSTddLW0U5a8P0KhCn3Xr1jHa1eexng6Mx3+4oydq3x/uyM7K4kz37MVve9o7ycvKDjvvYXiNNsjk5uZypqObiYmJWbc7MzDIoknCyiXqS+Li4ri0ejc1Pize2lLbQMby1KhJ1xYRdldU0nS8ZkHHUVW6axooj8K2J67ExMSQnraG/jmqmI+NjBAzoVHhbZ0PcXFxZKdn0NPeMet2Qx3drLOhyOeJj49nQ14+bY2eJ3W1NzZTmJcf0brX+ZKRkcGZzt5ZIwM97Z0UZAe3pqg3WCNsHixdupSM1Wn0tM3+IGpvbGZTwYaoTi2u2rGDvromzo6O+eR4jYeOcdnuS6JqTku3ltJb18TEuXNeH6OzuZXVicnWs4PJkJzLO9vf3UvW2vSous48pTB/HV2tM5eqUFUGO7qjWkzujuKiTXQ1eN5/s7OxhZKNm/04ovAjOTmZxbGxjJwZnnGbkZ5+sjLDb5FujbB5snl9IR1zNFnube2gcF14pcn6mqSkJMo3baX26MLLVQz09qEDwxQXR1e69vLly1mflUtLnfc1w5qO17CrvNIaFUDW2gwG5ghp9Hf3kJ1ui7S6Iy8nl+Guvhl/PzJ0hniJYcWKFQEcVeizYf16BlpmX7i7MtjSwYb1NqTrioiQk5FFX+fMusTh7j7Wrl0bwFH5BmuEzZP83DzOdMy+mh7u7Im60hTu2LtzJ21HTi5YXH764FH279gZlc2Ud5Rtp+1UvVf7Tk5O0lvfQknx/NptRSppaWmc7RuadZuhnn4y11pRvjvS09Nn1eX0dHSRn5VjDf5ppKWlsZgYhvoH5tx2qH+AeJWolbLMRn5mFr0z9IAdHzvLxMhoWPbEtUbYPMnOzmaoY+aGomMjI0yOnLU3EabI3qplSbQ3eV+w8Nz4OD01DVTtqJp74whk8+bNDLa0c258/l0IOppayElbS0pKih9GFn6kpaUx0jd7huRY/6C9d2cgNTWV2HOTjI2MuP19b3sn+WGoyfE3IsKmgg20N879HOxoaol6KctMpK9NZ6TXvSHb39NLetqasBPlgzXC5k1SUhLLExIZ7HXvlu9qbacgJzcsLwZfIyLsq95N05FTXh+j8VQtm/MKojbEkZCQwIbsPFrr59cyC6DlZC2VpZHbWWC+JCcnw7nJWXWKI70DrF7teaPqaEJEyMnMoqfDfUhotHeArAxb5NYdRQXr6fUgJNnb0k5RgQ1FuiMtLY3RvhmMsO4estPD89qzloIXFGTn0t3uvlRFb3sXBTl5gR1QCFNWWspQc8eMq+e5aD16it07qn08qvCiYmsZ7afnpwubnJykr6GV4i221tAUIkJ6WhoDMyygxkZGiFXTa9Linpz0TPq63IeEbGmPmcnPz+dM+9x11obabKHbmVi9ejWj/YNMTk5e9LvBnn4y14SfHgysEeYV+dm59M8Qmx7u7iM7SsooeMLSpUupKN5K3bH5e8MG+/qRM2MUFRX5YWThw8aNGxloanP78JmJ7rYO1qxIsaHIaWSkpTMwQ5mKgd5+1qatsaGgWchMT2e45+KQ7vjYWSbHztrrbQZWrlxJnMLw4MyaxOGhM8RNEnbFRgPFokWLSFm+wq22LpxlBNGndPYBOTk59Pzp9xyodVP7ZXyCTNt37gJ2bC/nlrtuo2jb/ATi9UdPsmt7RVQXGQUTRstctYbO5lbWZHt2bbXW1lO5ZX6tUqKBrPR0/n7fvTQ8efCi301MTLC7rDwIowof0tPT6b+rmQM/uf2CzycnlXWZ4VcoM1CICOtz8+lqaydnhn6wXa1trM/Lt4uAWUhfncZgbx/JKRfKU0b7B8PWeLVGmBdkZ2fznx/7hFvPRFxcnG3ZMY38/Hziz07S393D8pWpHu2jqnSdqqf8rS/28+jCg23FJTxWd8pjI6y/sY3Nl9i5m86e3bspKy2d8ff23p2djIyMGZ99S5YsCcKIwocNeet4sP4YORvcly/qae1gb+7GAI8qvMhIW8PR3h5cn4IT585xbmQ0bHXD1gjzAhGxupF5EBMTw+7ySp4+doqS3Ts82qerpY3ViclhWffFHxRtKOS+Jx71aNvhwSFkbJyMDFvvajoxMTFGoG/xGvvs847srCxGnn5sxt+PdPeRvctKWWZjzeo0nj58Ycmeof4BVq5IDduIifUdWwLC1pKt9NQ1eVwzrPlULVVl261r3iEjIwNGzjI8dGbObVvrGynesNGGhiyWEGKqzpo7L6KqMtzdR7ptHD8rqampjA9eWDV/qH+ANWEaigTrCbMEiPT0dJLiltDb2UVq2uwlAFSV3rpmSq66NkCjC31iYmLYsqGIJ3//VxYvnT3sM9TXzyUvfWWARmaxWDxh6dKlpK1I5e+//dNFXpuJiQlWLV9hw+FzkJKSwujghQvRwb4BCleGb1kZa4RZAoKIUFVaxlMna+c0wrpa2khLXhG2Qkt/8cqXX83eTvelUaZj+/dZLKHHO298KwMD7mtd2TD53KxYsYLx4REmJyef9/SPDA6xev26II/Me6wRZgkYWzZv4YFbn5xzu9a6BnaUzCyejlYSExOtHsdiCWNWrlwZlq11QoXY2FiSE5MYGTpDQnISAOfOjIR1aRQrGrEEjMzMTGRsfM4ean0NrWwqsllCFovFYrmQlStSLqi3dvbMCMuXLw/iiBaG9YRZAkZMTAxlm4p5+oFHSFzu3vU+OTFB/Dm1tdYsFovFchGrUlJ57olnaDpxGoCRvgFrhFksnnLVlS9k/YkTs26z5kpbtdxisVgsF/OCSy9jY+P5XrqLy/eEdUKDNcIsASU5OZmKiopgD8NisVgsYciaNWsiqkep1YRZLBaLxWKxBAFrhFksFovFYrEEAWuEWSwWi8VisQQBa4RZLBaLxWKxBAFrhFksFovFYrEEAWuEWSwWi8VisQQBa4RZLBaLxWKxBAFrhFksFovFYrEEAWuEWSwWi8VisQQBa4RZLBaLxWKxBAFrhFksFovFYrEEAWuEWSwWi8VisQQBa4RZLBaLxWKxBAFrhFksFovFYrEEAVHVYI9hTkSkE6gP9jhmYRXQFexBhDF2/rzHzt3CsPO3MOz8LQw7f94T6nOXq6qr59ooLIywUEdEnlTVimCPI1yx8+c9du4Whp2/hWHnb2HY+fOeSJk7G460WCwWi8ViCQLWCLNYLBaLxWIJAtYI8w23BHsAYY6dP++xc7cw7PwtDDt/C8POn/dExNxZTZjFYrFYLBZLELCeMIvFYrFYLJYgYI0wi8VisVgsliBgjbAwQEQk2GMIdabmyM6VxWKxWMIFa4SFOCKyDFge7HGEOuqIG6f+LyL22vYz1uD1P3aO54edr/PYZ6Dv8Od1Zb+kEGTaF3418G0Rea+IxAZrTKGK61yJyLtF5Ksi8hYgPYjDigrUJavHvvx8i4ishQvn2DIzUwaHnS+Yek+o6qSIJAR7POGM63UlIqkiMmcF/PlijbAQQ0TExZuzHNgCLAXqVXXCvuzOIyIx0x668cBuoE1Vm4M0rKhBRGJF5DMi8mIgLdjjCXdcQuoJwLtF5AfO3FrmQFUnAUTkUhH5kIhUOD9HzfPSxWCYcH5+KXC3iOwSkfigDi7MmGbIxonItcBXgPeLSJ4vzxXny4NZFo5jcW8C9gB9wOeBXcBGEdkNdAAngzjEkMG5QZYCbwSeAu4EuoH1IpIElKvqgSAOMeJwDN9J58fVGKN3B+Y7sHjB1Jy6LCjWAgXAJPCss41YL8+FuF6LIrICeBemn+AB4FPAy6JlzpzrY9Ll5+8CCnwS2Id5b5wK0vDCDhdDVoCPY551nwSqgdcDn/PVuawnLMhMj9s7VvaXMS+2/4N5ID+G8YZ9AXMxRCXTV7Uikoi5Md4IfABYD/wCSAK+DxRF00o4EDiG7xIRKQeWAN8FTgBjcH4FafEcF0Nit4h8HuP9fjvwJ2C/iOwDlgVxiCGJcy2mOh6ftUAq8ISq3gMcF5GPBneEgcNZvBeJyL858/E1YJOqPgqcA/Y4C1aLG8TB5efNIvJT4D2YBT7AIPAgkC8iW3x27ihZKIQ8YAf8OAAAHvVJREFUjruzW1UfEJFtwAogE7hSVd/oXCAXrHaiFRHZDmxR1Z+JSAGQBWQD64BfArVAsqr2BnGYEcE0zxcicjXwCiAX+Jqq/k5EXg28CWgEPqOqbcEZbfgwzYuTgPHibAB+A/yLqr5MRNZhVuHLnc/agzbgEGC6N1BEioD/5Pzia9z51W0YL+JVqvrTgA80AEy7fmIwHsBvAm0Y7/SLMIv4QeDnQJaqPhOk4YY00yRAS4EJzCIoF3NP3ozRZh9R1e+KyBpf3os2HBkEpn3pcRgvzhWq+iLH2MpwPjsOdIrIEuCss/KLiSZDzI0R8CaMl/C3zkclwIsxrvdFwLjjSrYGmA9wedDnAw1APybcswx4vYjcq6q3O9fow9YAmxkRWYy5do+paqeIpABXYBYNZ4BTqnqfiFwhIh9V1f8SkY+oan8wxx0KTDM6XsT58Np/A3kYQ3UpZkGWq6pPABFngInIWlVtc5mLGzDRka8D/xfIAZ7GzMt7gOtUtQvoCtKQQxYRKVLV4y7v4ncA+4H3An8ECjFygJcBj2DuUXy9GLLhyCAwpftybqB4zBed6GKcPYVZ2X1PVT+sqqNTN100GWDwfMghVkTe7Og++jAGV4OzyV8wxuqdqvpWVa0P1lgjBdcQuYgkicjXgOsw4Z6/YzwP3Rjv49sAVPVnqlprw7+zsh6oBMqcUPrngH/DGGJDwICIVAE3Aa3OPgMQneUGHEH0f4tIsotA+u3AjZjs51XAlZh5fSGQCHzDMcAiCudvfxFm0Tn12fsweq+/YrxfsRgN8TaMPGBcVX8UhOGGPE40ZY/Lzy/DeL3+FWPQZwP/jlk0jQD3qOq9fhmLDUf6HzfenDKMcPQ+4AGMYXEdxj672c3+USPKdRNyyMHMVSNwN1APvBtjDDysqiPR5h0MBI6HNgljHNQDr1XVvzmar3cDlwM/VNW7gzjMsENE/gOj0XkGeB3wM4xHJwfIB1pV9b7gjTC0EJECVa1x/r0E+CrwUVXtF5EdGM9XGfCQqv4liEP1CyISr6pnnX8vBgTYqKrPiMiNwFFV/YeIfAC4FygGTqvqs0EbdIgiIpmuWfMikgzsVdV7nWvp/ap6g4i8FfgbZtHZpaqn/TmuqFtdBZIpr4CL6/jlYuqMlAM/UdVvY8I6WcCfMS52d/tHvAE2/W91RKZlGBfwqKp+GhOrX4sRR6Y7P0edd9DXTPeyOKvCu4EXqOo48DGM5msqa+jbwPVTBpj1frlnmtA33vFcFGOu3ZUY2cE48FnMdX17tBtgIlLhGKpTC7IaEfmViOxS1VHMguD/ishUMs4fgE9NGWCRdC2KyCXAG0RkpfPRBGbx82rHIDsD7BSRLwMbgXOqeteUARZJc7FQHK3XR0TkGpePlwOfFJFUVX0cqHe8/i8FVqjq41MGmD/n0nrC/IDzhYmL8ZWEiTMXYzxf2zA6hi8CHwI+r6p/D85og48bT+EHMW53Bf4XE2aIwQgl+1X1pqAMNMIRkQRVPSMiHwL+oqoHReQ6Vf21iPwWuMn1OrUeyLlxHv6vxmgYvwW8FdiMCXP0YYTTK1X1Z0EbZAjhGBf3AO9T1WPOZ6/CiOzf6vz8NiAFI0GY8pJFTLRg6r4Sk3T0Jsx8PK2mTmQuRgPboqp3i0g6cBXwC8dItbjgel2IKfF0HcaTOup89j4gXVU/LiZBpgR4PJDPNWuE+RERyeS8aLxCVd8lJqOnDKOpKQRqVPXPQRxmyCAi7wYeAi5x/t+AeXG9HyMyrVXVnwRvhJGDXJyd9z/AWeAw8ErgNZgSFG9R1ZtEJEVttumsuFlMvB6jM9kA/ApT728EOAa8A/g3VX3SZfuIMSQ8RUwR0QnHwIh1/n89cLmqvt1lu18Cf1DVn4tInKqecz6PmDkTkU2qenTaZzdgwmK/UdUWx2u9F6OF+9a08FrEzMVCEZGNmESXcy6fxQMfxFQh+L7zWSxGU/cWVa112TZgc2nDkT5CLhQzi+PNuQMTeogF9jkPl9cAJar6V1X9VjQaYM78uIZq9onIdzCG1vVAAsYQ24URJo8Bn7UG2MJxEyIvB6qA54BPO5sNYlK0f44TIrcG2Ny4zOkGMT1fc4AiVX0dpvbX7zBG2ArMQ//JaftH1QtURKoxIvspw3UZgKreBiSIyAtdNv8CTpKC64s1wubsiyKyU0QWi8iVzmd3Y7x+m0VkiXONHWSaAQYRNxde4zzjPgFUi0i+iLxeRLIdbd1vMYkxufC8vOLVrgaY83nA5tKWqPARLg/gHZiMx3TMy2wM49XZgYlB92DEuDjbR93qxcU9vAZT2+uDwK8xL6hkoAkYxrjZb1bVgSANNWKYus5c5v7FmNTrs8B24F5V7XPCQZ/BeGu+Z+d+dlxCRwIsxiQt7MSEi94vInc73u8jGAnCt6fm1IZzOQ68BHiPiFwF/ENEjjtG2DcxWrk/A6jqQYzxEXG4XAdfwJSaeBpYJiLLVPW3IvIwcBlwGiO67wnicEMal/vxh8AbMO/io8AHReSXqvqkiJzASAS+CKCmhEfQsEaYl4hJJX898DAmk6ITU1hxF9AM3Op8dg2mBMVdwGNTN5Bc3KokYhGThfIuTKbdvapaJ6be1xswIvs+Z9M/YlL2WzCJC9bz5QOm6SKWYQoPfgNTR+kWTCp2pYh8GtiKEYhPYEomRLuh4BYXo3ZSTCZpPMajcykmpFsrprba94APqOq7ph8jGud12qIzFjNn6RjZwd+AO0TkblV9RETuFJFUoDeSn5PONbQHkwF+COOV/jbw/0TkPlW93wmlNQZznOGAM5cZwCbMPfk3Vf2xiEwVmH4S+CFOh49QwBphXuCEcD6JcW0uw2SPfRyj/7oLU+MnGXPTPAV0qurTrseIlgew4+26HVP3bBi4UUT+hOkGUIdJVGgFrsXokj4PPOgYARYvEVMINBtoVNVeMXWpXofJzP0C8CNMhl4W8DhGd/ItVe10PU60XKeeMn3x5HgU34DxdA1isvU6MMWCr1NTcPWvLvtHnecbLpw3EUlU1SHMi3IDphfuWUzdr8cxz9RhVf1m8EbsH1zkAFPXTy4m8WgZpubefwPfAf6J0QznYSq1/ykY4w1l3MzlJsw19Bjm/mvGLC7HMDKX/3K2H5raPxTuRasJ844ujNfmiJpieKsxRfN+jwmljWPE94+o6r9MN8CiCTXVhY8AzWoywP6OyVDJwxhmgglD/gBT8+YBa4AtDDG94x7BhHp+4Hz8WufnVEw6+z8wJRJegBGNf3bKAJMoLAw6FyKyHC6QHSSLKSHwGuDHmH6vL8V4vSsxi4pfO/uMTM1pKDz0A8l0DaLDzWJasz2OuU7XYK7DmzHJNxFb3X1KEiAiiY7HJgP4sJrSJFOLoocx9dC+rqpHgjjckMZlLtc4MqA44BOOZrAOU8JjGWbh+SU1fTQv2D/QY3aHzY70EjHVizdh+pRlAR/GVNv9CMZI+6ZL6DEkLO5A4xKfz8OEG16PMbpeiXEHL8YYBl9Q1X8Ea5yRhIgswmi9qlX130TkJsyLToAPqep+McUI/47xQjziYnxF5XU6F2JS27dhqmbXi8gngQJMVlU+xtt9AlNO4NNAvKqOBGm4IcH0a8kxWN+O8cBWYxaqX8Vo6LZhkhbu1whs0TQ9pC+mPU45JjJwLyaBYwDjud4PvE5VzwRhqCGPm7n8LOY9shoT+n8z8ATGwbQZU7rj8WCM1VOsETYHbr70KcMiBXgVJpTWBWxT1e+IU2vJ2TZqXmquAuVpD9+pzz+G8Xh9H9Pk+SNBG2wEMk33VYxpY9KCMRBuxoQ6Po2p1p4GfFxVm6bvaznP1LyIKZZ5PVADtGOkB60YIywDk1xSBNytqj902S8q51UuLH8Si2km/TngjRjjYwRjiMVgwkY/USc7LZI1iI40YwtwA+Y52Al8CXgnJlnrl5hrqMvZPmLnYr6IaV014PJzFcaTehsm8e0WjJ74l8BbMJ6w20It9OgOqwmbA8eASMQYWQ9N3RSOzuYIRg+yFaMRw3UFE6pfuq9xXlLfxFRRV7mwPcTUHHwJU3h1H3C/E57RaJkjXzP9oeLM+xJM1k8BxvtVpar3iMjfMavCzwN501eG9ju4EBfR/dS8lGASbA5gvBejajIfX4bJZEvCZK39EM7PZzTNq5i+rq8A/qGqR50EkDdiClR/FtP4vQ5jtGZjXpgF6hRknSISjA5Hm/QBjDzlcUxG/JcwHpujmASEDZhEpeNAG0Y/OD1pK+znYqE4Yca3AiMi8kXMwvLjmM4BBzCRp1sxgvtKjDH7qSlJSzgkwFkjbBpuPDk3YMJo/xSRp1R12GXzxzEP5YPRqGNy9B4xqtotIs0i8k6MKHIfJtV6yjiIVdVxEfkIplBeTRCHHRFMf6iIKU74WozI+TPAUiBDTJFLwawKO3DqfoXyyjAYuHivYl0e4IkYA+s1mEXWDozYN8cJg5Rjng0dGA9jVOIYo5/E6GSvEFPR/gZMotI4xlP4C0zIsQb4u5p2WFMV8SPmWhSRN2PkFj/BtKJ6J3Anpsn4IxhPaixGl/lm4D+dv/35shPW+DKISYD7NKZeIZhF5DsxpYvuxGTV92MS5H4GXKuq9a7HCIe5tEaYC9NCOqsxYcZUjNi2wdUAc7adasQbda5jl7maMj4/gxEivwnTjytDVVvg+YJ4hHpsPtwQ02OvG+NhaMYIebudXw+LyDMYzdKtqnpBenukvPR8gZi2YvGYBcKEI8J/NUZo/zFMltrTmGfBizGhj2aXuY7aQraOBnGqFMCnHA3iHswLMllVLxWRt2CMksswLWF+4HqMCLsWa4ExVb1DRDZg5mI9pkn7zcAVmOtlKVCvqvcHbaShTycm2/hZVT0sIpWYwrUPY7qpLMF4yb6MWfgfnelAoYzVhHGRhiEDk8pfBDyKWaHsxdQY+SFwIpo9OdMM1RjMXO3FhCMzMOLIazHhhv+YHm6weI8bL+2XMZ0F/kVVH3P5fKr9i+t3FTHeBl/jGAn7VPVNYmp+PYK513sw4fR0TPgoDpMR/Q2XfaNyXt1oEKuBRUAF5iX5S0wIbhSTuHQjJkwOZg4jds5E5JuYa2czJgHpjZg2VSUYg/WdGF1m/5RmyeIeMQlwezHeryOY90stJtzbA9yiqu1iugmEZe9Ma4Q5OAZFHEa39FWMq/wFzv9zMS7mgxhB7tfUpXVGtODGCLgSU25iDMhS1atF5HGMMHIRcEyjPEvM1zjX6Rsx1+UoJjnkfow+YpPalHaPcELp4rL4ug34rqo+ICIfBjao6jtF5L+AP2FkByc0Sts3uTM2HQ3itZwPtX0Yo296GnP//ww3GsRIYZYkpEyM5++TmHdIDOYefUZtBwq3TI8kucxlMmahvwxzXb0OU3fygBPSDvuFUFQaYW5unldgjIkvAO8FDqnqzY4eLBdjcedg0okfn/ryowEnLPsJTBX1h0VkM6asRJ+qfk9Mf7d+TEX8hzGZKiPTY/OW+ePmwXQZZlW4CFMYdMot/0FM2PFO4Ofh/EAKBNO8OCvUtGu6HPg/qnqd8/ldmDBHL8Zj0Th932hmmgbxVozO6VpMmO2nGL3T9yLRE+u8F0ZV9TcistR1oeliPHwCQFU/JyJrVbXNZZuImQtfIi4JcNM+34sR3f8eIwsKS4/XTESdETYt9BiHCTO8F7Nq247R2Lwbo23qxxR8Ww2MO8LmqEBElmIM00lMinmXmoywH2IEp6cxL/0cjHv9CeDPqvr7IA05YhCRDap60uXnTRiBcynwBlV9hZg2J1cCX8OIwpPUKTlhuZAZvDiLMWUncoAvqimo+g3gn6r6A2d+l6kpomnBrQaxxUUXh4hUYGQct2kEJiq5hPl3AP8XU4/vK8D/qJMN7pLgEY+JCHzXGlwX48YR8nwCHPC5afrreExpj2ci0qiPkL9jRmZ4AK8GXogpkPcYJq58jZPZchzj+uxU1WdnOkak47yk7nf+G8FoPe7AiJSPYjJSXovJeKq0Lyvf4YTG7lHVX4jIqzAu+KWYxcEXMH3l/o6Z/wNTXsdovE69wcWLcwK4Q1XHnM+LMNrGq1T1bBCHGBJ4oUGM2OQkN3PxSUyGYx/wEXfesCAMMyyY5omeSoB7L04rO1X9jrttI5WIN8Lgoi99KXA3pmfhTY7r+N2Y6vdrgO9bg8IgIvswXq6jmKyUUcwNM4FpVPwHzHxF3Ko3GLiEMkqAL2I8kDcDyzEp/o0YQe97VPXa4I00/JjNi+OqDxORVHXqNVmsBnHau2Mt5u8/h2kH9gTwIOd7hX7XPgtnRmwCnFsitkeciJQ5wlGAD4rIv4nIG5wVy++BdD1fePVbmHDkW60BdgEPYl5aWZisnmFMbbTfYnoN2ofOAnEMAOD5wsA7gfdgDK9/xfR1jMUYv/+O0YHd6G5/y3nczMtKTNeAflU96GKAxahh6lnQE61zKtN6hjoaxE9ihPf7gARMeY6XYaQI5ZE8V9MMsMXATZjF+tsxNeK+gVmcfhWosc/C2XGebzFOePFXmCzHr2KedWMYfWEyphDrKxy5UMQTcUaYmMaod2Bi9q8VkTRMavTlGBEzmEKiRY6GATA1rFR1cPqDKJpxHkBfwRQYPIfxIDSpap2qPhXUwUUILg/5HBFZhxHdn1TVakydqtOYRcMrga+o6riqDk1dp5HuqvcWR5cTIyI3ikg1Riz+R2CJGDY7210UNoq2ORVTz8q1OfkmEVmPMTC2qeonMNmPL8QsxD6DCUn+LNLmSkR2OV7TqWtor4j8C2YuPoJpVfXvwH9iGrc/DAyr6p+DNOSQZbqBLiYB7ucY79cRIENVD2PqgW3HFJV+CrgLU/MwKioQRFw40nFzXoepUzOGySLbgFm9PYZJoe7GCP0mXbUNFveI6dMVBzxmtQ4LZ5pbfinGQ5OGeRDdhvF83Q98B1Pm40PBGmu4MF2HIzaT1GOsBvF5PWABUIYpqPo+TJuhb2I8NscwIcifYwyIFOC9rokJlvOITYDzmEg0wuIxJRV2A4cwhtivMDHn6zEesZtV9XdBG6TFAoipzH4FRmfyQUx17WswGY//ilkR3j61Ioykl56vEJtJ6jVWg3geEfkQUIXReRViDIP7MffjJzHXUzMmM3xSVR8I0lBDEpsA5z0RZ4RNMfWFiqkxcrWqfkRMe5I4jdKCi5bgMOWWdwk9bsQ82E9gHkZJQD0m1HEfpu/ekDrN4KP14eQJ1oszP9xk+e3EeCPKMN7BxzA1/76MWRjcCCxWp7J7pM6bs3j/OUaXNAGswhTm7sIYouuAL08ZDM4+ETkX3mIT4LwjkvVPHxORl2Ayew4BqOqgqvZa3ZclUIhJ31dnQbDM+fhSjMh5EOOpHcGstJOA16hqu6qemW68Wc7jcg9/HnijM1eXYjRLX+e8iPx9qnpWVX+iLgWEo3VOrQbRPWpKknwNk4S0ChjCRE/uxCyQPu5qgDn7RORczAebALdwIjn74MeYEMSDqvoz119YXZPF30yFetTUT1qC8cRcKiJfxfTZ+y2m0vi1GDFqjKr2ux7DPuQvxHWlreczSd/EhZmk7+J8JumNmPDSRftHEx5oELtFJAdjeHzYnQYxSp6ZjwJbMT0fxzH64R5V/THY+l+uiKlu/2OMI+ceEbkXo6lbD/w/Z7OvA38WkQpVfRJMApyzv51Lh4gNR04nWh/AlsDjeL8mXH6+HeNhuANT4HEVxlOzHXgW+E/7QPIcx2CIw3gtKlX1SyLyIMbQ3QcUA3dOPfjtA99gNYhzIyIpwIuBZ53MPYsbbAKc74gaI8xi8SfOC+4zqvoB5+f1wAcw4l4FXqWqrxeRm4CfquoREVmtqp3BG3XoYzNJ54/VIPoOOxfusQlwvsMaYRbLApHzbVu+ChxR1VtE5PuYMFk38GmMa34ck4r9dVU95OxrH/IeYL04nuHqhRWRZao6LCLvwmSpPYgpt5AApGM0c3Hq0jkgGufM4j02AW7hRLImzGLxK666L+ejRuD9TvhxCfA3zOpwJ8Yrdh9Qpi5FCO1L70I88OI8gEliuAuj/2oA3jzdixNt82o1iJYg8TEReQ54BaagL6o6CFYG4CnWE2axeMH0B4yIfAZT8VmBROC7wH9gvF91qvo5EbkGuBeYUNvi5CKsF8c7rAbREixEJB2TADc5PQHO4hnWCLNYPERMC6xNqvo35+ciTHisHeMFE1X9s4gcxugizjifRUUjWm+Zpvt63ouD6Sv3foz3a8qL8zTGixPVommrQbSEItG8GPIWWy/LYvGcdcAOESl1atB9HhNyvBqTkZfjeMSOAitU9bSq1kyF2CwX43hxXL0yP8N4b27GZFY9g8mCvBWT/n7cGmASOxVKFJF3OB9/DFME80pMdlq8iPwCSMV5zqtqp70WLf7EGmDzx2rCLBbPeQJT8XkTEA8cxnhmvg28HVMY+GWq+inXneyD6UJcvTiOhsnVi/NLjBfnCTEV8K0Xx8FqEC2WyMN6wiwWD3Fefg9iNF9DQB3wUlX9I3AAGFXVW+G8wNxyIdaL4x0zaBCXY3RfnwA+C1RiWjVtVdUWTEJDjIjEBmHIFovFA6wmzGKZJyLyakzz2ThMo997VHUsuKMKbdwYER8G3oIpNXEzpr/jlBfnSdx4caINq0G0WCIfa4RZLPNERFYDV2FaYtUGezyhjs0k9Q4RqQb2YgzSLODNwFeAj2I8r4PO51uAr6nqQ85+VhxtsYQJ1gizWLzA9UVnX3oXY704C8cJI74R0+A9HtOb7yZgPxdqEG8N1hgtFsvCsJowi8ULnCrRFxQWtVyAzSRdIFaDaLFEPtYIs1i8xBpfs/IE0IXJJF3JhZmkezAlJ46p6rVTYTSwczodxzPYj+n3GAOoiCxW1a/brEeLJfyx4UiLxeIXRKQAU3S1B5PJN6Sqt4vI+4BvaZT3efQUq0G0WCIXa4RZLBa/YTNJfYPVIFoskYk1wiwWi9+wXhzfYY0viyXysEaYxWLxK9aLY7FYLO6xRpjFYvE71viyWCyWi7FGmMVisVgsFksQsCUqLBaLxWKxWIKANcIsFovFYrFYgoA1wiyWEEdEPi0iR0XkQRH5XxHJmOf+ZSJStoDzf3WWce33xVimn0NElovI/SJywOkjOetYfHVeXzPT3xFqiMiNInLjPPfJm+/3b7FYLsQaYRZLePB5Vb0E+BHwL/Pct8z5zytU9QPe7uvpWNycoxR4VFX3q+pdPhiLp+f1NW7/jgghD9PH0mKxeElcsAdgsVjmRQowIiKJwB1AAnBKVd8MICIHMC2DtqrqC0XkC8A1zu/eoKqXT/VsVNXbROTTmPZBt810QhE5oKr7nX+nALcDsYAAB0RkGfBTIA04qKrvcY67CNgLJAMvAt4/fSwznOP9wJuBFSKyB3i1qna62W4J8GMgC+gDrsMsLC+YF3dzMMN5FzvHywCanDH8+/S/Q1Xb3MyRu33fNdPf4W6OufB7czenS525Twa6gVcDnwCqMAVxO4HrVfWciNyMMTr7MI2+r8YYhKXAWmeujgO/BlYA48AvnR6UtwCFzvFeA7zBzb6Xu/xt+2f72ywWy8xYT5jFEh78h4g8CFQDXwPSgZuBK4A8EVnjbFcNPKaqLwRQ1Y8DNwE3uRgfPwVe5/z7hcDv5jGOdwC/V9VLMS/uqc8OOZ66dBHZ6ny+3vnsTuCyGcZyEar6NeADwI8dD9JML/d3AM+q6h7gN5jG4BfNi6fnBd7u/B37gJPAW9z9HZ7uO4+/A6Z9b7if083ApItHNNHZ9iHnvO3A1SLyUmCJqu515uWjznaVmO/7JuDlwCuBeue7rHe2uRpY5ByvAXiJu33n+bdZLJYZsEaYxRIefF5VL1HVG1S1H2MAvQ34BZAKLHW2O6Sqd852IKcpdJLjwTikqiPzGEc+8Kzz7yed/xcB1zjenHVApvP5T53/NwDx8ziHp2wEHnf+/WOMJ2mmefGEzcA/nH//HdN8HDz7O2ba11Omf2/u5vRp4JCI3IcxiIadbZ9y/v8cJkQ401huVdVxl79jpu9yp3PeS4A1M+xrsVh8gDXCLJbw5K2YsNtrgTMunw+52XYEE67CCTcB3Ab8kPMGhqc0AFucf09prI4DX3XCep9wtmHauGYbi7ccw3howIQN38bM8+LJeQ9jPFI4/z/s/Nvd3+Hpvp4y/XtzN6elwCOqeiUmLL3X2XaH8/9twKlZxjL973D9Lre5nPc257wfAI7MsC/49ru0WKISa4RZLOHJX4CPA/c7P2fOse0rReQRzr+47wAUeHie570FeJXjKUl2Pvse8GInXPpOoHGeY/GW7wHbnbFsB37GzPPiyXm/D2xx/o4NGO+apyxkX3e4m9M64H0i8ihGmzXlvap05mAFJlR8L0Y3+DDwKuB/ZjjHb4BCZ99C57O7gQwR+RvwOc6HKd3xT6BIRB4CXiMiqSLyfW/+WIslWrEV8y2WKENEtmA0Rd9V1R8EezwW73ESIA6o6oEgD8VisXiBNcIsFovFYrFYgoANR1osFovFYrEEAWuEWSwWi8VisQQBa4RZLBaLxWKxBAFrhFksFovFYrEEAWuEWSwWi8VisQQBa4RZLBaLxWKxBIH/DwAEGFxj8lyQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, plot_opts={'bean_size': 0.2, 'violin_width': 0.75, 'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, jitter=True, plot_opts={'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, jitter=True, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Advanced Box Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based of example script `example_enhanced_boxplots.py` (by Ralf Gommers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import statsmodels.api as sm\n",
    "\n",
    "\n",
    "# Necessary to make horizontal axis labels fit\n",
    "plt.rcParams['figure.subplot.bottom'] = 0.23\n",
    "\n",
    "data = sm.datasets.anes96.load_pandas()\n",
    "party_ID = np.arange(7)\n",
    "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n",
    "          \"Independent-Independent\", \"Independent-Republican\",\n",
    "          \"Weak Republican\", \"Strong Republican\"]\n",
    "\n",
    "# Group age by party ID.\n",
    "age = [data.exog['age'][data.endog == id] for id in party_ID]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a violin plot.\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "sm.graphics.violinplot(age, ax=ax, labels=labels,\n",
    "                       plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                                  'label_fontsize':'small',\n",
    "                                  'label_rotation':30})\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a bean plot.\n",
    "fig2 = plt.figure()\n",
    "ax = fig2.add_subplot(111)\n",
    "\n",
    "sm.graphics.beanplot(age, ax=ax, labels=labels,\n",
    "                    plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                               'label_fontsize':'small',\n",
    "                               'label_rotation':30})\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a jitter plot.\n",
    "fig3 = plt.figure()\n",
    "ax = fig3.add_subplot(111)\n",
    "\n",
    "plot_opts={'cutoff_val':5, 'cutoff_type':'abs', 'label_fontsize':'small',\n",
    "           'label_rotation':30, 'violin_fc':(0.8, 0.8, 0.8),\n",
    "           'jitter_marker':'.', 'jitter_marker_size':3, 'bean_color':'#FF6F00',\n",
    "           'bean_mean_color':'#009D91'}\n",
    "sm.graphics.beanplot(age, ax=ax, labels=labels, jitter=True,\n",
    "                    plot_opts=plot_opts)\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
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      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create an asymmetrical jitter plot.\n",
    "ix = data.exog['income'] < 16  # incomes < $30k\n",
    "age = data.exog['age'][ix]\n",
    "endog = data.endog[ix]\n",
    "age_lower_income = [age[endog == id] for id in party_ID]\n",
    "\n",
    "ix = data.exog['income'] >= 20  # incomes > $50k\n",
    "age = data.exog['age'][ix]\n",
    "endog = data.endog[ix]\n",
    "age_higher_income = [age[endog == id] for id in party_ID]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "plot_opts['violin_fc'] = (0.5, 0.5, 0.5)\n",
    "plot_opts['bean_show_mean'] = False\n",
    "plot_opts['bean_show_median'] = False\n",
    "plot_opts['bean_legend_text'] = 'Income < \\$30k'\n",
    "plot_opts['cutoff_val'] = 10\n",
    "sm.graphics.beanplot(age_lower_income, ax=ax, labels=labels, side='left',\n",
    "                     jitter=True, plot_opts=plot_opts)\n",
    "plot_opts['violin_fc'] = (0.7, 0.7, 0.7)\n",
    "plot_opts['bean_color'] = '#009D91'\n",
    "plot_opts['bean_legend_text'] = 'Income > \\$50k'\n",
    "sm.graphics.beanplot(age_higher_income, ax=ax, labels=labels, side='right',\n",
    "                     jitter=True, plot_opts=plot_opts)\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")\n",
    "\n",
    "\n",
    "# Show all plots.\n",
    "#plt.show()"
   ]
  }
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